diff --git a/homework/H1_Basics.jl b/homework/H1_Basics.jl
index 55ef478..487c92a 100644
--- a/homework/H1_Basics.jl
+++ b/homework/H1_Basics.jl
@@ -1,5 +1,5 @@
 ### A Pluto.jl notebook ###
-# v0.19.40
+# v0.19.46
 
 using Markdown
 using InteractiveUtils
@@ -43,7 +43,7 @@ html"""
 """
 
 # ╔═╡ bdcb27c5-0603-49ac-b831-d78c558b31f0
-md"Due date: **Monday, April 29th 2024 at 23:59**"
+md"Due date: **Monday, October 28th 2024 at 23:59**"
 
 # ╔═╡ 6be73c03-925c-4afa-bd66-aca90e6b49fe
 md"This notebook gives you live feedback!
@@ -121,7 +121,7 @@ md"## Exercise 1: Warm up
 
 # ╔═╡ e5670193-6221-49c6-a880-d287f717545e
 task("Define variables such that their type matches the given variable name.
-You can give the variables any value you want.")
+You can give the variables any value you want.", 0.5)
 
 # ╔═╡ b96fde59-1f2a-4d07-a5cc-6ec48e5079f1
 my_string = missing # replace `missing` with your code!
@@ -194,7 +194,7 @@ md"### Exercise 1.2 – Broadcasting"
 task("""The following expressions are all broken.
 Fix each expression by broadcasting.
 
-This only requires **adding a single dot** (`.`) to each line.""")
+This only requires **adding a single dot** (`.`) to each line.""", 0.5)
 
 # ╔═╡ c84be3a2-73a9-42f1-bf6b-3fbf64258cf5
 my_square_roots = sqrt([4, 9, 16])
@@ -249,7 +249,7 @@ end
 md"### Exercise 1.3 – Types"
 
 # ╔═╡ 23174858-aa5f-42bf-ac1c-56ee88d87f7f
-task("Define `my_types` such that it is a vector of the types in `my_vars`.")
+task("Define `my_types` such that it is a vector of the types in `my_vars`.", 0.5)
 
 # ╔═╡ 7d098a0b-1a11-4225-b044-82d29f05ad05
 my_vars = [1.3, 'b', 3, im, "String", 2//3]
@@ -290,7 +290,7 @@ md"## Exercise 2: Functions
 
 # ╔═╡ dabfa315-fa26-4056-8b19-eaab8322db82
 task(
-    "Implement a function `smaller(a, b)` which returns `a` if `a ≤ b` and `b` if `b < a`."
+    "Implement a function `smaller(a, b)` which returns `a` if `a ≤ b` and `b` if `b < a`.", 0.5
 )
 
 # ╔═╡ 49e6ab33-9452-4dc1-ac59-d47e70c325a5
@@ -335,7 +335,7 @@ md"### Exercise 2.2 – Loops"
 
 # ╔═╡ 3039f9f1-9077-4050-b0d6-c404612d2e38
 task(
-    "Write a function `my_sum` that computes the sum of all elements in a vector **using a for-loop**.",
+    "Write a function `my_sum` that computes the sum of all elements in a vector **using a for-loop**.", 0.5
 )
 
 # ╔═╡ f54461c4-392c-4a83-933c-d30a41ce4e0e
@@ -379,7 +379,7 @@ task(
     md"""Write a function `my_powers(x, ymax)` that returns a vector of numbers $x^y$ for all $y$ from 1 to $y_{max}$:
 
 $\left[ x^1, x^2, \ldots, x^{y_{max}}\right]$
-""",
+""", 0.5
 )
 
 # ╔═╡ af9b11ed-bb17-4ff3-a8f8-057f4777e5f9
@@ -636,7 +636,7 @@ task(
 1. A function `transform` implementing standardization with the mean and standard deviation of `data`
 2. A function `inverse_transform` implementing the inverse of standardization with the mean and standard deviation of `data`
 ",
-    3,
+    2,
 )
 
 # ╔═╡ cce72fb1-b694-4b84-9cc6-e209acd398db
@@ -704,7 +704,7 @@ end
 
 # ╔═╡ edb7814a-eddf-4c87-8857-19bb0a0c0241
 md"""# Feedback
-This is the third iteration of the *"Julia Programming for ML"* class. Please help us make the course better!
+This is the fourth iteration of the *"Julia Programming for ML"* class. Please help us make the course better!
 
 You can write whatever you want in the following string. Feel free to add or delete whatever you want.
 """
@@ -731,23 +731,23 @@ PlutoTeachingTools = "661c6b06-c737-4d37-b85c-46df65de6f69"
 PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
 
 [compat]
-PlutoTeachingTools = "~0.2.14"
-PlutoUI = "~0.7.58"
+PlutoTeachingTools = "~0.3.0"
+PlutoUI = "~0.7.60"
 """
 
 # ╔═╡ 00000000-0000-0000-0000-000000000002
 PLUTO_MANIFEST_TOML_CONTENTS = """
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.10.2"
+julia_version = "1.10.5"
 manifest_format = "2.0"
-project_hash = "e6be6d6092fa27476d9915c9c511265bd955313b"
+project_hash = "3aa1c46444f213b7ba6c7ec96dab56bb9cb6a21b"
 
 [[deps.AbstractPlutoDingetjes]]
 deps = ["Pkg"]
-git-tree-sha1 = "0f748c81756f2e5e6854298f11ad8b2dfae6911a"
+git-tree-sha1 = "6e1d2a35f2f90a4bc7c2ed98079b2ba09c35b83a"
 uuid = "6e696c72-6542-2067-7265-42206c756150"
-version = "1.3.0"
+version = "1.3.2"
 
 [[deps.ArgTools]]
 uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
@@ -761,20 +761,20 @@ uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
 
 [[deps.CodeTracking]]
 deps = ["InteractiveUtils", "UUIDs"]
-git-tree-sha1 = "c0216e792f518b39b22212127d4a84dc31e4e386"
+git-tree-sha1 = "7eee164f122511d3e4e1ebadb7956939ea7e1c77"
 uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2"
-version = "1.3.5"
+version = "1.3.6"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
-git-tree-sha1 = "eb7f0f8307f71fac7c606984ea5fb2817275d6e4"
+git-tree-sha1 = "b10d0b65641d57b8b4d5e234446582de5047050d"
 uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
-version = "0.11.4"
+version = "0.11.5"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "1.1.0+0"
+version = "1.1.1+0"
 
 [[deps.Dates]]
 deps = ["Printf"]
@@ -794,14 +794,14 @@ uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
-git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc"
+git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172"
 uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
-version = "0.8.4"
+version = "0.8.5"
 
 [[deps.Format]]
-git-tree-sha1 = "f3cf88025f6d03c194d73f5d13fee9004a108329"
+git-tree-sha1 = "9c68794ef81b08086aeb32eeaf33531668d5f5fc"
 uuid = "1fa38f19-a742-5d3f-a2b9-30dd87b9d5f8"
-version = "1.3.6"
+version = "1.3.7"
 
 [[deps.Hyperscript]]
 deps = ["Test"]
@@ -817,9 +817,9 @@ version = "0.9.5"
 
 [[deps.IOCapture]]
 deps = ["Logging", "Random"]
-git-tree-sha1 = "8b72179abc660bfab5e28472e019392b97d0985c"
+git-tree-sha1 = "b6d6bfdd7ce25b0f9b2f6b3dd56b2673a66c8770"
 uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
-version = "0.2.4"
+version = "0.2.5"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -833,9 +833,9 @@ version = "0.21.4"
 
 [[deps.JuliaInterpreter]]
 deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
-git-tree-sha1 = "7b762d81887160169ddfc93a47e5fd7a6a3e78ef"
+git-tree-sha1 = "2984284a8abcfcc4784d95a9e2ea4e352dd8ede7"
 uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a"
-version = "0.9.29"
+version = "0.9.36"
 
 [[deps.LaTeXStrings]]
 git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec"
@@ -844,16 +844,18 @@ version = "1.3.1"
 
 [[deps.Latexify]]
 deps = ["Format", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Requires"]
-git-tree-sha1 = "cad560042a7cc108f5a4c24ea1431a9221f22c1b"
+git-tree-sha1 = "ce5f5621cac23a86011836badfedf664a612cee4"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.16.2"
+version = "0.16.5"
 
     [deps.Latexify.extensions]
     DataFramesExt = "DataFrames"
+    SparseArraysExt = "SparseArrays"
     SymEngineExt = "SymEngine"
 
     [deps.Latexify.weakdeps]
     DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+    SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
     SymEngine = "123dc426-2d89-5057-bbad-38513e3affd8"
 
 [[deps.LibCURL]]
@@ -892,9 +894,9 @@ uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 
 [[deps.LoweredCodeUtils]]
 deps = ["JuliaInterpreter"]
-git-tree-sha1 = "31e27f0b0bf0df3e3e951bfcc43fe8c730a219f6"
+git-tree-sha1 = "c2b5e92eaf5101404a58ce9c6083d595472361d6"
 uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b"
-version = "2.4.5"
+version = "3.0.2"
 
 [[deps.MIMEs]]
 git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb"
@@ -961,16 +963,16 @@ uuid = "0ff47ea0-7a50-410d-8455-4348d5de0420"
 version = "0.1.6"
 
 [[deps.PlutoTeachingTools]]
-deps = ["Downloads", "HypertextLiteral", "LaTeXStrings", "Latexify", "Markdown", "PlutoLinks", "PlutoUI", "Random"]
-git-tree-sha1 = "89f57f710cc121a7f32473791af3d6beefc59051"
+deps = ["Downloads", "HypertextLiteral", "Latexify", "Markdown", "PlutoLinks", "PlutoUI"]
+git-tree-sha1 = "e2593782a6b53dc5176058d27e20387a0576a59e"
 uuid = "661c6b06-c737-4d37-b85c-46df65de6f69"
-version = "0.2.14"
+version = "0.3.0"
 
 [[deps.PlutoUI]]
 deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"]
-git-tree-sha1 = "71a22244e352aa8c5f0f2adde4150f62368a3f2e"
+git-tree-sha1 = "eba4810d5e6a01f612b948c9fa94f905b49087b0"
 uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
-version = "0.7.58"
+version = "0.7.60"
 
 [[deps.PrecompileTools]]
 deps = ["Preferences"]
@@ -1008,10 +1010,10 @@ uuid = "ae029012-a4dd-5104-9daa-d747884805df"
 version = "1.3.0"
 
 [[deps.Revise]]
-deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Pkg", "REPL", "Requires", "UUIDs", "Unicode"]
-git-tree-sha1 = "12aa2d7593df490c407a3bbd8b86b8b515017f3e"
+deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "REPL", "Requires", "UUIDs", "Unicode"]
+git-tree-sha1 = "0a20a01fbb3a9531f3325a94b6dcf95c404a1658"
 uuid = "295af30f-e4ad-537b-8983-00126c2a3abe"
-version = "3.5.14"
+version = "3.6.0"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1053,9 +1055,9 @@ deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.Tricks]]
-git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f"
+git-tree-sha1 = "7822b97e99a1672bfb1b49b668a6d46d58d8cbcb"
 uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.URIs]]
 git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b"
@@ -1077,7 +1079,7 @@ version = "1.2.13+1"
 [[deps.libblastrampoline_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
-version = "5.8.0+1"
+version = "5.11.0+0"
 
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]
diff --git a/homework/H2_Linear_Algebra.jl b/homework/H2_Linear_Algebra.jl
index 31489ba..33656ab 100644
--- a/homework/H2_Linear_Algebra.jl
+++ b/homework/H2_Linear_Algebra.jl
@@ -1,5 +1,5 @@
 ### A Pluto.jl notebook ###
-# v0.19.40
+# v0.19.46
 
 using Markdown
 using InteractiveUtils
@@ -55,7 +55,7 @@ html"""
 """
 
 # ╔═╡ bdcb27c5-0603-49ac-b831-d78c558b31f0
-md"Due date: **Monday, May 6th 2024 at 23:59**"
+md"Due date: **Monday, November 4th 2024 at 23:59**"
 
 # ╔═╡ ddd6e83e-5a0d-4ff0-afe4-dedfc860994c
 md"### Student information"
@@ -249,7 +249,7 @@ should return
 ```
 You can assume that the image is a regular Matrix using 1-based indexing.
 ",
-    2,
+    1,
 )
 
 # ╔═╡ 15fe42c4-9262-4673-b1b8-f417de0271d9
@@ -343,7 +343,7 @@ For this purpose:
 2. In $\Sigma$, set all singular values after the $n$-th entry to zero. We will call this $\tilde{\Sigma}.$
 3. Return $\tilde{A} = U \tilde{\Sigma} V'$
 ",
-    2,
+    1,
 )
 
 # ╔═╡ ec262620-a818-4f5c-b6b9-24a58b73a603
@@ -433,6 +433,7 @@ task(
 
 $k(x_i, x_j) = \exp\left(-\frac{||x_i - x_j|| ^2}{2\sigma^2}\right)$
 ",
+    0.5,
 )
 
 # ╔═╡ 7f9afd24-fd1c-49cd-b6bf-598cea9758c7
@@ -444,7 +445,8 @@ md"Note that you can type σ using `\sigma<TAB>`.
 md"### Exercise 3.2 – Training kernel matrix $K_{XX}$"
 
 # ╔═╡ e2a37317-171d-4c45-975e-2752daf88008
-task(md"Use broadcasting to compute the training kernel matrix `kXX`, defined as
+task(
+    md"Use broadcasting to compute the training kernel matrix `kXX`, defined as
 
 $K_{XX} = \begin{bmatrix}
     k(x_1, x_1) & \cdots & k(x_1, x_n) \\
@@ -453,7 +455,9 @@ $K_{XX} = \begin{bmatrix}
 \end{bmatrix} \in \mathbb{R}^{n \times n}$
 
 where $x_i$ is the $i$-th entry in the dataset $X$ and $k$ is the kernel function.
-Use the RBF kernel with $\sigma=0.5$.")
+Use the RBF kernel with $\sigma=0.5$.",
+    0.5,
+)
 
 # ╔═╡ 45d51447-beb8-4682-8b09-f65de7cfb95a
 kXX = missing # Replace `missing` with your code
@@ -510,6 +514,7 @@ $K_{\hat{x}X} = \begin{bmatrix}
 
 where $x_i$ is the $i$-th entry in the dataset $X$. Use $\hat{x}=0.8$ and the RBF kernel with $\sigma=0.5$.
 ",
+    0.5,
 )
 
 # ╔═╡ f9906c93-f96d-45fd-b0ae-48794d82d54e
@@ -631,7 +636,7 @@ Inside the `kernel_ridge` function, write a prediction function `predict` that t
 $\hat{y} = K_{\hat{x}X} \cdot \alpha \quad .$
 
 ",
-    3,
+    1.5,
 )
 
 # ╔═╡ 5561d5fa-74fa-430f-850b-8339ad3df433
@@ -731,8 +736,120 @@ md"How does a high/low bandwidth affect the prediction? How does regularization
 You can also implement [more kernel functions](https://en.wikipedia.org/wiki/Positive-definite_kernel#Examples_of_p.d._kernels) and pass them to the `kernel_ridge` keyword-argument `kernel` to see how the prediction changes.
 "
 
+# ╔═╡ 71c2b3dd-3fb4-4f8b-9e19-a043e05ff498
+md"### Exercise 4 – Multiple dispatch on diagonal matrix"
+
+# ╔═╡ c986580b-fe8c-4b68-9fa1-230b429e6de8
+md"""
+### Overview diagonal matrix
+A diagonal matrix is a square matrix that has non-zero elements only in the diagonal.
+
+An example for a diagonal matrix would be:
+"""
+
+# ╔═╡ 57d23d48-4f7b-434c-95f3-dd6c704dbb0b
+A₁ = [3 0 0; 0 7 0; 0 0 -4]
+
+# ╔═╡ d89bd03c-5dda-4141-af90-1673af2370e3
+md"""
+In this implementation using the regular, dense `Array` type, all elements are stored, regardless of whether they are zero or not. 
+Since we used nine `Float64` numbers instead of just three, this results in more storage and computation.
+### `Diagonal` from LinearAlgebra.jl
+For that reason, [LinearAlgebra.jl](https://docs.julialang.org/en/v1/stdlib/LinearAlgebra/) implements a type called [Diagonal](https://docs.julialang.org/en/v1/stdlib/LinearAlgebra/#LinearAlgebra.Diagonal) for diagonal matrices. Instead of storing a dense diagonal matrix with all of its off-diagonal zeros, matrices of type `Diagonal` contain only the non-zero diagonal elements in a vector called `diag`:
+
+```julia
+struct Diagonal{V<:AbstractVector} <: AbstractMatrix
+  diag::V
+end
+```
+
+Our previous matrix `A₁` can now be declared as follows: 
+"""
+
+# ╔═╡ 29a57a0e-7859-416b-a6d5-ab8b4ec9516c
+A₂ = Diagonal([3, 7, -4])
+
+# ╔═╡ 3dbc1078-85b1-4711-98fe-29d48d0b1474
+task(
+    md"""
+   In this task, you will define two methods for the `trace` function:
+
+   1. Implement a method `trace` for inputs of type `AbstractMatrix`
+   2. Using multiple dispatch, implement a method `trace` for matrices of type `Diagonal`.
+
+   ##### Trace Definition:
+
+   The trace of an $n \times n$ square matrix $\mathbf{A}$ is defined as:
+
+   $\text{trace}(\mathbf{A}) = \sum_{i=1}^{n} a_{ii} = a_{11} + a_{22} + \dots + a_{nn}$
+
+   	""",
+    2,
+)
+
+# ╔═╡ 9f99e017-08f6-43b9-9db8-cec9e310b4b7
+function trace(A::AbstractMatrix)  # Don't change this line
+    # Write your code here
+
+    return missing
+end
+
+# ╔═╡ f6a2038a-9b42-4580-a61d-89c6a398ee66
+function trace(A::Diagonal)  # Don't change this line
+    # Write your code here
+
+    return missing
+end
+
+# ╔═╡ 65b736a4-1a38-4366-b519-cd13893d24a5
+trace(A₁)
+
+# ╔═╡ 5b4773c3-fcbc-4f97-8684-653fd8f1dfbd
+trace(A₂)
+
+# ╔═╡ 68e50ed7-c17d-4d89-9eb6-40aa790a87e8
+if !@isdefined(trace)
+    not_defined(:trace)
+else
+    let
+        # Define matrices
+        v = rand(20)
+        A_diagonal = Diagonal(v)
+        A_square = Matrix(A_diagonal)
+        result_ref = sum(v)
+        # Results
+        result_square = trace(A_square)
+        result_diagonal = trace(A_diagonal)
+        shouldError = true
+        try
+            result_not_square = trace(A_not_square)
+            shouldError = false
+        catch
+        end
+
+		# Test missing
+		if ismissing(result_square) || ismissing(result_diagonal)
+            still_missing()
+        # Test for square matrix
+		elseif result_square != result_ref
+            keep_working(md"Check your implementation for square matrices.")
+
+            # Test for non-square matrix
+        elseif !shouldError
+            keep_working(md"Did you check whether the matrix is a square matrix?")
+
+            # Test for diagonal matrix
+        elseif result_diagonal != result_ref
+            keep_working(md"Check your implementation for diagonal matrices.")
+
+        else
+            correct()
+        end
+    end
+end
+
 # ╔═╡ 41a7bd3b-56f5-45e7-ac8d-313bb3a46181
-md"## Exercise 4: Principal Component Analysis
+md"## Exercise 5: Principal Component Analysis
 ### Overview
 Assume an input dataset $$X = [x_1, x_2, \ldots x_n] \in \mathbb{R}^{d\times n}$$, where
 *  $d$ is the dimensionality of each data point: $x_i \in \mathbb{R}^d$
@@ -759,7 +876,7 @@ Markdown.MD(
 )
 
 # ╔═╡ 4a9735f7-0d2b-4557-a293-f0e0c6c19179
-md"### Exercise 4.1 – Implementation"
+md"### Exercise 5.1 – Implementation"
 
 # ╔═╡ af5e47f0-010b-4e69-bed3-95fdf9fce3fe
 task(
@@ -789,13 +906,14 @@ $W_k = [w_1, w_2, \ldots, w_k]$
 ##### Step 4
 Calculate the projection $H = W_k^T \hat{X}$ of the mean-centered data $\hat{X}$ onto $W_k$.
 ",
-    4,
+    3,
 )
 
 # ╔═╡ 216dcbf9-91aa-40fe-bef2-6dea56a35be7
 function pca(X, k=2)  # Don't change this line
     # Write your code here
-
+    Wk = missing
+    H = missing
     return Wk, H # Don't change this line
 end
 
@@ -809,30 +927,17 @@ hint(
 )
 
 # ╔═╡ df1540c4-d458-428c-b230-6c42557557e1
-md"### Exercise 4.2 – Visualization"
-
-# ╔═╡ a60e422c-e4e2-42d2-b490-54f3123aa11a
-task(
-    md"
-Try to replicate the following plot as on the dataset `X_test` as close as you can.
-
-![PCA Plot](https://i.imgur.com/FEyXwwX.png)
-
+md"### Visualization of PCA"
 
-The plot doesn't have to be identical, but it should:
-* visualize the sample mean $\mu_X$
-* visualize the directions of the principal components $w_1$ and $w_2$ in $W_k$
-* add axis labels
-* add a legend
-",
-    2,
-)
+# ╔═╡ 39c8a7fd-8746-4179-865e-9ec7df230fff
+md"""
+The following visualization will help you verify your `pca` implementation.
+1. Make sure that the vectors $w_1$ and $w_2$ are orthogonal.
+2. The produced plot should look similar, with minute differences, to the example image given in the task description.
+"""
 
 # ╔═╡ f3d0483f-ba78-4d3d-a23e-ec051923175d
-n_samples = 100
-
-# ╔═╡ 6bbaa57a-0b06-452c-8196-d204fe07beb9
-hint(md"The principal components $w_1$ and $w_2$ need to be plotted starting from $\mu_x$.")
+n_samples = 100;
 
 # ╔═╡ 4639b31c-9ef9-47a8-b9a9-b65b2e6d13fa
 my_distribution = MixtureModel(
@@ -841,19 +946,39 @@ my_distribution = MixtureModel(
 );
 
 # ╔═╡ 474cd2c3-b35b-4d01-b62a-e7171b4ee476
-X_test = rand(my_distribution, n_samples)
+X_test = rand(my_distribution, n_samples);
 
 # ╔═╡ 6fd61dac-2ab1-464a-a20c-c0e1d7d23e8b
 begin
-    # Plot dataset
-    scatter(X_test[1, :], X_test[2, :]; ratio=1)
-
-    # TODO: Plot principal components here!
+    # Plot data
+    scatter(
+        X_test[1, :],
+        X_test[2, :];
+        label=L"Data $X$",
+        xlabel=L"x_1",
+        ylabel=L"x_2",
+        ratio=1,
+        legend=:topleft,
+    )
+
+    # Plot mean
+    μ = mean(X_test; dims=2)
+    scatter!((μ[1], μ[2]); c=:black, label=L"Sample mean $\mu_x$")
+
+    # Compute PCA
+    W, H = pca(X_test, 2)
+
+    # Plot PCA
+    scale = 10
+    pc1 = μ + scale * W[:, 1]
+    pc2 = μ + scale * W[:, 2]
+    plot!([μ[1], pc1[1]], [μ[2], pc1[2]]; arrow=true, lw=2, c=:red, label=L"1st PC $w_1$")
+    plot!([μ[1], pc2[1]], [μ[2], pc2[2]]; arrow=true, lw=2, c=:blue, label=L"2nd PC $w_2$")
 end
 
 # ╔═╡ edb7814a-eddf-4c87-8857-19bb0a0c0241
 md"""# Feedback
-This is the third iteration of the *"Julia Programming for ML"* class. Please help us make the course better!
+This is the fourth iteration of the *"Julia Programming for ML"* class. Please help us make the course better!
 
 You can write whatever you want in the following string. Feel free to add or delete whatever you want.
 """
@@ -904,7 +1029,7 @@ TestImages = "~1.8.0"
 PLUTO_MANIFEST_TOML_CONTENTS = """
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.10.2"
+julia_version = "1.10.5"
 manifest_format = "2.0"
 project_hash = "a54178166ebed8dd9d03e204dd6f0c17cc24935b"
 
@@ -921,9 +1046,9 @@ weakdeps = ["ChainRulesCore", "Test"]
 
 [[deps.AbstractPlutoDingetjes]]
 deps = ["Pkg"]
-git-tree-sha1 = "0f748c81756f2e5e6854298f11ad8b2dfae6911a"
+git-tree-sha1 = "6e1d2a35f2f90a4bc7c2ed98079b2ba09c35b83a"
 uuid = "6e696c72-6542-2067-7265-42206c756150"
-version = "1.3.0"
+version = "1.3.2"
 
 [[deps.Adapt]]
 deps = ["LinearAlgebra", "Requires"]
@@ -935,15 +1060,21 @@ weakdeps = ["StaticArrays"]
     [deps.Adapt.extensions]
     AdaptStaticArraysExt = "StaticArrays"
 
+[[deps.AliasTables]]
+deps = ["PtrArrays", "Random"]
+git-tree-sha1 = "9876e1e164b144ca45e9e3198d0b689cadfed9ff"
+uuid = "66dad0bd-aa9a-41b7-9441-69ab47430ed8"
+version = "1.1.3"
+
 [[deps.ArgTools]]
 uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
 version = "1.1.1"
 
 [[deps.ArnoldiMethod]]
 deps = ["LinearAlgebra", "Random", "StaticArrays"]
-git-tree-sha1 = "62e51b39331de8911e4a7ff6f5aaf38a5f4cc0ae"
+git-tree-sha1 = "d57bd3762d308bded22c3b82d033bff85f6195c6"
 uuid = "ec485272-7323-5ecc-a04f-4719b315124d"
-version = "0.2.0"
+version = "0.4.0"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -970,9 +1101,9 @@ uuid = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
 version = "1.5.0"
 
 [[deps.BitFlags]]
-git-tree-sha1 = "2dc09997850d68179b69dafb58ae806167a32b1b"
+git-tree-sha1 = "0691e34b3bb8be9307330f88d1a3c3f25466c24d"
 uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.Bzip2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -987,15 +1118,9 @@ version = "0.5.0"
 
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "a4c43f59baa34011e303e76f5c8c91bf58415aaf"
+git-tree-sha1 = "a2f1c8c668c8e3cb4cca4e57a8efdb09067bb3fd"
 uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
-version = "1.18.0+1"
-
-[[deps.Calculus]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "f641eb0a4f00c343bbc32346e1217b86f3ce9dad"
-uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9"
-version = "0.5.1"
+version = "1.18.0+2"
 
 [[deps.CatIndices]]
 deps = ["CustomUnitRanges", "OffsetArrays"]
@@ -1005,9 +1130,9 @@ version = "0.2.2"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra"]
-git-tree-sha1 = "575cd02e080939a33b6df6c5853d14924c08e35b"
+git-tree-sha1 = "3e4b134270b372f2ed4d4d0e936aabaefc1802bc"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.23.0"
+version = "1.25.0"
 weakdeps = ["SparseArrays"]
 
     [deps.ChainRulesCore.extensions]
@@ -1021,27 +1146,27 @@ version = "0.15.7"
 
 [[deps.CodeTracking]]
 deps = ["InteractiveUtils", "UUIDs"]
-git-tree-sha1 = "c0216e792f518b39b22212127d4a84dc31e4e386"
+git-tree-sha1 = "7eee164f122511d3e4e1ebadb7956939ea7e1c77"
 uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2"
-version = "1.3.5"
+version = "1.3.6"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "59939d8a997469ee05c4b4944560a820f9ba0d73"
+git-tree-sha1 = "bce6804e5e6044c6daab27bb533d1295e4a2e759"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.4"
+version = "0.7.6"
 
 [[deps.ColorSchemes]]
 deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
-git-tree-sha1 = "67c1f244b991cad9b0aa4b7540fb758c2488b129"
+git-tree-sha1 = "b5278586822443594ff615963b0c09755771b3e0"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.24.0"
+version = "3.26.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
-git-tree-sha1 = "eb7f0f8307f71fac7c606984ea5fb2817275d6e4"
+git-tree-sha1 = "b10d0b65641d57b8b4d5e234446582de5047050d"
 uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
-version = "0.11.4"
+version = "0.11.5"
 
 [[deps.ColorVectorSpace]]
 deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"]
@@ -1051,15 +1176,15 @@ version = "0.9.10"
 
 [[deps.Colors]]
 deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
-git-tree-sha1 = "fc08e5930ee9a4e03f84bfb5211cb54e7769758a"
+git-tree-sha1 = "362a287c3aa50601b0bc359053d5c2468f0e7ce0"
 uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
-version = "0.12.10"
+version = "0.12.11"
 
 [[deps.Compat]]
 deps = ["TOML", "UUIDs"]
-git-tree-sha1 = "c955881e3c981181362ae4088b35995446298b80"
+git-tree-sha1 = "8ae8d32e09f0dcf42a36b90d4e17f5dd2e4c4215"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.14.0"
+version = "4.16.0"
 weakdeps = ["Dates", "LinearAlgebra"]
 
     [deps.Compat.extensions]
@@ -1068,7 +1193,7 @@ weakdeps = ["Dates", "LinearAlgebra"]
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "1.1.0+0"
+version = "1.1.1+0"
 
 [[deps.ComputationalResources]]
 git-tree-sha1 = "52cb3ec90e8a8bea0e62e275ba577ad0f74821f7"
@@ -1077,14 +1202,14 @@ version = "0.3.2"
 
 [[deps.ConcurrentUtilities]]
 deps = ["Serialization", "Sockets"]
-git-tree-sha1 = "6cbbd4d241d7e6579ab354737f4dd95ca43946e1"
+git-tree-sha1 = "ea32b83ca4fefa1768dc84e504cc0a94fb1ab8d1"
 uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
-version = "2.4.1"
+version = "2.4.2"
 
 [[deps.Contour]]
-git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
+git-tree-sha1 = "439e35b0b36e2e5881738abc8857bd92ad6ff9a8"
 uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
-version = "0.6.2"
+version = "0.6.3"
 
 [[deps.CoordinateTransformations]]
 deps = ["LinearAlgebra", "StaticArrays"]
@@ -1104,14 +1229,20 @@ version = "1.16.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "0f4b5d62a88d8f59003e43c25a8a90de9eb76317"
+git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.18"
+version = "0.18.20"
 
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
 
+[[deps.Dbus_jll]]
+deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "fc173b380865f70627d7dd1190dc2fce6cc105af"
+uuid = "ee1fde0b-3d02-5ea6-8484-8dfef6360eab"
+version = "1.14.10+0"
+
 [[deps.DelimitedFiles]]
 deps = ["Mmap"]
 git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae"
@@ -1134,10 +1265,10 @@ deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
-git-tree-sha1 = "7c302d7a5fec5214eb8a5a4c466dcf7a51fcf169"
+deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
+git-tree-sha1 = "d7477ecdafb813ddee2ae727afa94e9dcb5f3fb0"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.107"
+version = "0.25.112"
 
     [deps.Distributions.extensions]
     DistributionsChainRulesCoreExt = "ChainRulesCore"
@@ -1160,12 +1291,6 @@ deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
 uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
 version = "1.6.0"
 
-[[deps.DualNumbers]]
-deps = ["Calculus", "NaNMath", "SpecialFunctions"]
-git-tree-sha1 = "5837a837389fccf076445fce071c8ddaea35a566"
-uuid = "fa6b7ba4-c1ee-5f82-b5fc-ecf0adba8f74"
-version = "0.6.8"
-
 [[deps.EpollShim_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
 git-tree-sha1 = "8e9441ee83492030ace98f9789a654a6d0b1f643"
@@ -1180,15 +1305,15 @@ version = "0.1.10"
 
 [[deps.Expat_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
+git-tree-sha1 = "1c6317308b9dc757616f0b5cb379db10494443a7"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.5.0+0"
+version = "2.6.2+0"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
-git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8"
+git-tree-sha1 = "53ebe7511fa11d33bec688a9178fac4e49eeee00"
 uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.FFMPEG_jll]]
 deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "PCRE2_jll", "Pkg", "Zlib_jll", "libaom_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
@@ -1210,9 +1335,9 @@ version = "1.8.0"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "c6033cc3892d0ef5bb9cd29b7f2f0331ea5184ea"
+git-tree-sha1 = "4d81ed14783ec49ce9f2e168208a12ce1815aa25"
 uuid = "f5851436-0d7a-5f13-b9de-f02708fd171a"
-version = "3.3.10+0"
+version = "3.3.10+1"
 
 [[deps.FileIO]]
 deps = ["Pkg", "Requires", "UUIDs"]
@@ -1224,10 +1349,10 @@ version = "1.16.3"
 uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
 
 [[deps.FillArrays]]
-deps = ["LinearAlgebra", "Random"]
-git-tree-sha1 = "5b93957f6dcd33fc343044af3d48c215be2562f1"
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "6a70198746448456524cb442b8af316927ff3e1a"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.9.3"
+version = "1.13.0"
 weakdeps = ["PDMats", "SparseArrays", "Statistics"]
 
     [deps.FillArrays.extensions]
@@ -1237,38 +1362,38 @@ weakdeps = ["PDMats", "SparseArrays", "Statistics"]
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
-git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc"
+git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172"
 uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
-version = "0.8.4"
+version = "0.8.5"
 
 [[deps.Fontconfig_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "21efd19106a55620a188615da6d3d06cd7f6ee03"
+deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Zlib_jll"]
+git-tree-sha1 = "db16beca600632c95fc8aca29890d83788dd8b23"
 uuid = "a3f928ae-7b40-5064-980b-68af3947d34b"
-version = "2.13.93+0"
+version = "2.13.96+0"
 
 [[deps.Format]]
-git-tree-sha1 = "f3cf88025f6d03c194d73f5d13fee9004a108329"
+git-tree-sha1 = "9c68794ef81b08086aeb32eeaf33531668d5f5fc"
 uuid = "1fa38f19-a742-5d3f-a2b9-30dd87b9d5f8"
-version = "1.3.6"
+version = "1.3.7"
 
 [[deps.FreeType2_jll]]
 deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
-git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
+git-tree-sha1 = "5c1d8ae0efc6c2e7b1fc502cbe25def8f661b7bc"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.13.1+0"
+version = "2.13.2+0"
 
 [[deps.FriBidi_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "aa31987c2ba8704e23c6c8ba8a4f769d5d7e4f91"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1ed150b39aebcc805c26b93a8d0122c940f64ce2"
 uuid = "559328eb-81f9-559d-9380-de523a88c83c"
-version = "1.0.10+0"
+version = "1.0.14+0"
 
 [[deps.GLFW_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll"]
-git-tree-sha1 = "ff38ba61beff76b8f4acad8ab0c97ef73bb670cb"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll", "libdecor_jll", "xkbcommon_jll"]
+git-tree-sha1 = "532f9126ad901533af1d4f5c198867227a7bb077"
 uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89"
-version = "3.3.9+0"
+version = "3.4.0+1"
 
 [[deps.GR]]
 deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Preferences", "Printf", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "UUIDs", "p7zip_jll"]
@@ -1296,9 +1421,9 @@ version = "9.55.0+4"
 
 [[deps.Glib_jll]]
 deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"]
-git-tree-sha1 = "359a1ba2e320790ddbe4ee8b4d54a305c0ea2aff"
+git-tree-sha1 = "7c82e6a6cd34e9d935e9aa4051b66c6ff3af59ba"
 uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.80.0+0"
+version = "2.80.2+0"
 
 [[deps.Graphics]]
 deps = ["Colors", "LinearAlgebra", "NaNMath"]
@@ -1314,9 +1439,9 @@ version = "1.3.14+0"
 
 [[deps.Graphs]]
 deps = ["ArnoldiMethod", "Compat", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"]
-git-tree-sha1 = "899050ace26649433ef1af25bc17a815b3db52b7"
+git-tree-sha1 = "ebd18c326fa6cee1efb7da9a3b45cf69da2ed4d9"
 uuid = "86223c79-3864-5bf0-83f7-82e725a168b6"
-version = "1.9.0"
+version = "1.11.2"
 
 [[deps.Grisu]]
 git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2"
@@ -1325,21 +1450,21 @@ version = "1.0.2"
 
 [[deps.HTTP]]
 deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "995f762e0182ebc50548c434c171a5bb6635f8e4"
+git-tree-sha1 = "d1d712be3164d61d1fb98e7ce9bcbc6cc06b45ed"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.10.4"
+version = "1.10.8"
 
 [[deps.HarfBuzz_jll]]
-deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
-git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3"
+deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll"]
+git-tree-sha1 = "401e4f3f30f43af2c8478fc008da50096ea5240f"
 uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
-version = "2.8.1+1"
+version = "8.3.1+0"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685"
+deps = ["LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "7c4195be1649ae622304031ed46a2f4df989f1eb"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.23"
+version = "0.3.24"
 
 [[deps.Hyperscript]]
 deps = ["Test"]
@@ -1355,9 +1480,9 @@ version = "0.9.5"
 
 [[deps.IOCapture]]
 deps = ["Logging", "Random"]
-git-tree-sha1 = "8b72179abc660bfab5e28472e019392b97d0985c"
+git-tree-sha1 = "b6d6bfdd7ce25b0f9b2f6b3dd56b2673a66c8770"
 uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
-version = "0.2.4"
+version = "0.2.5"
 
 [[deps.ImageAxes]]
 deps = ["AxisArrays", "ImageBase", "ImageCore", "Reexport", "SimpleTraits"]
@@ -1397,9 +1522,9 @@ version = "0.7.6"
 
 [[deps.ImageIO]]
 deps = ["FileIO", "IndirectArrays", "JpegTurbo", "LazyModules", "Netpbm", "OpenEXR", "PNGFiles", "QOI", "Sixel", "TiffImages", "UUIDs"]
-git-tree-sha1 = "bca20b2f5d00c4fbc192c3212da8fa79f4688009"
+git-tree-sha1 = "437abb322a41d527c197fa800455f79d414f0a3c"
 uuid = "82e4d734-157c-48bb-816b-45c225c6df19"
-version = "0.6.7"
+version = "0.6.8"
 
 [[deps.ImageMagick]]
 deps = ["FileIO", "ImageCore", "ImageMagick_jll", "InteractiveUtils"]
@@ -1457,9 +1582,9 @@ version = "0.25.3"
 
 [[deps.Imath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "3d09a9f60edf77f8a4d99f9e015e8fbf9989605d"
+git-tree-sha1 = "0936ba688c6d201805a83da835b55c61a180db52"
 uuid = "905a6f67-0a94-5f89-b386-d35d92009cd1"
-version = "3.1.7+0"
+version = "3.1.11+0"
 
 [[deps.IndirectArrays]]
 git-tree-sha1 = "012e604e1c7458645cb8b436f8fba789a51b257f"
@@ -1467,9 +1592,9 @@ uuid = "9b13fd28-a010-5f03-acff-a1bbcff69959"
 version = "1.0.0"
 
 [[deps.Inflate]]
-git-tree-sha1 = "ea8031dea4aff6bd41f1df8f2fdfb25b33626381"
+git-tree-sha1 = "d1b1b796e47d94588b3757fe84fbf65a5ec4a80d"
 uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9"
-version = "0.1.4"
+version = "0.1.5"
 
 [[deps.IntegralArrays]]
 deps = ["ColorTypes", "FixedPointNumbers", "IntervalSets"]
@@ -1478,10 +1603,10 @@ uuid = "1d092043-8f09-5a30-832f-7509e371ab51"
 version = "0.1.5"
 
 [[deps.IntelOpenMP_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "5fdf2fe6724d8caabf43b557b84ce53f3b7e2f6b"
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl"]
+git-tree-sha1 = "10bd689145d2c3b2a9844005d01087cc1194e79e"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2024.0.2+0"
+version = "2024.2.1+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -1515,22 +1640,22 @@ uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e"
 version = "1.10.0"
 
 [[deps.JLD2]]
-deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "PrecompileTools", "Printf", "Reexport", "Requires", "TranscodingStreams", "UUIDs"]
-git-tree-sha1 = "5ea6acdd53a51d897672edb694e3cc2912f3f8a7"
+deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "PrecompileTools", "Requires", "TranscodingStreams"]
+git-tree-sha1 = "a0746c21bdc986d0dc293efa6b1faee112c37c28"
 uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
-version = "0.4.46"
+version = "0.4.53"
 
 [[deps.JLFzf]]
 deps = ["Pipe", "REPL", "Random", "fzf_jll"]
-git-tree-sha1 = "a53ebe394b71470c7f97c2e7e170d51df21b17af"
+git-tree-sha1 = "39d64b09147620f5ffbf6b2d3255be3c901bec63"
 uuid = "1019f520-868f-41f5-a6de-eb00f4b6a39c"
-version = "0.1.7"
+version = "0.1.8"
 
 [[deps.JLLWrappers]]
 deps = ["Artifacts", "Preferences"]
-git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca"
+git-tree-sha1 = "f389674c99bfcde17dc57454011aa44d5a260a40"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
@@ -1546,21 +1671,21 @@ version = "0.1.5"
 
 [[deps.JpegTurbo_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "3336abae9a713d2210bb57ab484b1e065edd7d23"
+git-tree-sha1 = "25ee0be4d43d0269027024d75a24c24d6c6e590c"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "3.0.2+0"
+version = "3.0.4+0"
 
 [[deps.JuliaInterpreter]]
 deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
-git-tree-sha1 = "7b762d81887160169ddfc93a47e5fd7a6a3e78ef"
+git-tree-sha1 = "2984284a8abcfcc4784d95a9e2ea4e352dd8ede7"
 uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a"
-version = "0.9.29"
+version = "0.9.36"
 
 [[deps.LAME_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6250b16881adf048549549fba48b1161acdac8c"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "170b660facf5df5de098d866564877e119141cbd"
 uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d"
-version = "3.100.1+0"
+version = "3.100.2+0"
 
 [[deps.LERC_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1570,15 +1695,15 @@ version = "3.0.0+1"
 
 [[deps.LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "d986ce2d884d49126836ea94ed5bfb0f12679713"
+git-tree-sha1 = "78211fb6cbc872f77cad3fc0b6cf647d923f4929"
 uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
-version = "15.0.7+0"
+version = "18.1.7+0"
 
 [[deps.LZO_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e5b909bcf985c5e2605737d2ce278ed791b89be6"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "854a9c268c43b77b0a27f22d7fab8d33cdb3a731"
 uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac"
-version = "2.10.1+0"
+version = "2.10.2+1"
 
 [[deps.LaTeXStrings]]
 git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec"
@@ -1587,16 +1712,18 @@ version = "1.3.1"
 
 [[deps.Latexify]]
 deps = ["Format", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Requires"]
-git-tree-sha1 = "cad560042a7cc108f5a4c24ea1431a9221f22c1b"
+git-tree-sha1 = "ce5f5621cac23a86011836badfedf664a612cee4"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.16.2"
+version = "0.16.5"
 
     [deps.Latexify.extensions]
     DataFramesExt = "DataFrames"
+    SparseArraysExt = "SparseArrays"
     SymEngineExt = "SymEngine"
 
     [deps.Latexify.weakdeps]
     DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+    SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
     SymEngine = "123dc426-2d89-5057-bbad-38513e3affd8"
 
 [[deps.LazyArtifacts]]
@@ -1642,10 +1769,10 @@ uuid = "e9f186c6-92d2-5b65-8a66-fee21dc1b490"
 version = "3.2.2+1"
 
 [[deps.Libgcrypt_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll", "Pkg"]
-git-tree-sha1 = "64613c82a59c120435c067c2b809fc61cf5166ae"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll"]
+git-tree-sha1 = "9fd170c4bbfd8b935fdc5f8b7aa33532c991a673"
 uuid = "d4300ac3-e22c-5743-9152-c294e39db1e4"
-version = "1.8.7+0"
+version = "1.8.11+0"
 
 [[deps.Libglvnd_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll", "Xorg_libXext_jll"]
@@ -1654,10 +1781,10 @@ uuid = "7e76a0d4-f3c7-5321-8279-8d96eeed0f29"
 version = "1.6.0+0"
 
 [[deps.Libgpg_error_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "c333716e46366857753e273ce6a69ee0945a6db9"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "fbb1f2bef882392312feb1ede3615ddc1e9b99ed"
 uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8"
-version = "1.42.0+0"
+version = "1.49.0+0"
 
 [[deps.Libiconv_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -1667,9 +1794,9 @@ version = "1.17.0+0"
 
 [[deps.Libmount_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "dae976433497a2f841baadea93d27e68f1a12a97"
+git-tree-sha1 = "0c4f9c4f1a50d8f35048fa0532dabbadf702f81e"
 uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9"
-version = "2.39.3+0"
+version = "2.40.1+0"
 
 [[deps.Libtiff_jll]]
 deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "Pkg", "Zlib_jll", "Zstd_jll"]
@@ -1679,9 +1806,9 @@ version = "4.4.0+0"
 
 [[deps.Libuuid_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "0a04a1318df1bf510beb2562cf90fb0c386f58c4"
+git-tree-sha1 = "5ee6203157c120d79034c748a2acba45b82b8807"
 uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
-version = "2.39.3+1"
+version = "2.40.1+0"
 
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
@@ -1695,9 +1822,9 @@ version = "2.12.0+0"
 
 [[deps.LogExpFunctions]]
 deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "18144f3e9cbe9b15b070288eef858f71b291ce37"
+git-tree-sha1 = "a2d09619db4e765091ee5c6ffe8872849de0feea"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.27"
+version = "0.3.28"
 
     [deps.LogExpFunctions.extensions]
     LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
@@ -1720,9 +1847,9 @@ version = "1.0.3"
 
 [[deps.LoweredCodeUtils]]
 deps = ["JuliaInterpreter"]
-git-tree-sha1 = "31e27f0b0bf0df3e3e951bfcc43fe8c730a219f6"
+git-tree-sha1 = "c2b5e92eaf5101404a58ce9c6083d595472361d6"
 uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b"
-version = "2.4.5"
+version = "3.0.2"
 
 [[deps.MIMEs]]
 git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb"
@@ -1730,10 +1857,10 @@ uuid = "6c6e2e6c-3030-632d-7369-2d6c69616d65"
 version = "0.1.4"
 
 [[deps.MKL_jll]]
-deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl"]
-git-tree-sha1 = "72dc3cf284559eb8f53aa593fe62cb33f83ed0c0"
+deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "oneTBB_jll"]
+git-tree-sha1 = "f046ccd0c6db2832a9f639e2c669c6fe867e5f4f"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2024.0.0+0"
+version = "2024.2.0+0"
 
 [[deps.MacroTools]]
 deps = ["Markdown", "Random"]
@@ -1774,9 +1901,9 @@ version = "0.7.2"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
-git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272"
+git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d"
 uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
-version = "1.1.0"
+version = "1.2.0"
 
 [[deps.Mmap]]
 uuid = "a63ad114-7e13-5084-954f-fe012c677804"
@@ -1799,9 +1926,9 @@ version = "1.0.2"
 
 [[deps.NearestNeighbors]]
 deps = ["Distances", "StaticArrays"]
-git-tree-sha1 = "ded64ff6d4fdd1cb68dfcbb818c69e144a5b2e4c"
+git-tree-sha1 = "3cebfc94a0754cc329ebc3bab1e6c89621e791ad"
 uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce"
-version = "0.4.16"
+version = "0.4.20"
 
 [[deps.Netpbm]]
 deps = ["FileIO", "ImageCore", "ImageMetadata"]
@@ -1814,9 +1941,9 @@ uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
 version = "1.2.0"
 
 [[deps.OffsetArrays]]
-git-tree-sha1 = "6a731f2b5c03157418a20c12195eb4b74c8f8621"
+git-tree-sha1 = "1a27764e945a152f7ca7efa04de513d473e9542e"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.13.0"
+version = "1.14.1"
 weakdeps = ["Adapt"]
 
     [deps.OffsetArrays.extensions]
@@ -1841,9 +1968,9 @@ version = "0.3.2"
 
 [[deps.OpenEXR_jll]]
 deps = ["Artifacts", "Imath_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
-git-tree-sha1 = "a4ca623df1ae99d09bc9868b008262d0c0ac1e4f"
+git-tree-sha1 = "8292dd5c8a38257111ada2174000a33745b06d4e"
 uuid = "18a262bb-aa17-5467-a713-aee519bc75cb"
-version = "3.1.4+0"
+version = "3.2.4+0"
 
 [[deps.OpenJpeg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libtiff_jll", "LittleCMS_jll", "Pkg", "libpng_jll"]
@@ -1858,15 +1985,15 @@ version = "0.8.1+2"
 
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "af81a32750ebc831ee28bdaaba6e1067decef51e"
+git-tree-sha1 = "38cb508d080d21dc1128f7fb04f20387ed4c0af4"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.4.2"
+version = "1.4.3"
 
 [[deps.OpenSSL_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "a12e56c72edee3ce6b96667745e6cbbe5498f200"
+git-tree-sha1 = "ad31332567b189f508a3ea8957a2640b1147ab00"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.23+0"
+version = "1.1.23+1"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -1875,10 +2002,10 @@ uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
 version = "0.5.5+0"
 
 [[deps.Opus_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "51a08fb14ec28da2ec7a927c4337e4332c2a4720"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6703a85cb3781bd5909d48730a67205f3f31a575"
 uuid = "91d4177d-7536-5919-b921-800302f37372"
-version = "1.3.2+0"
+version = "1.3.3+0"
 
 [[deps.OrderedCollections]]
 git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5"
@@ -1908,6 +2035,12 @@ git-tree-sha1 = "0fac6313486baae819364c52b4f483450a9d793f"
 uuid = "5432bcbf-9aad-5242-b902-cca2824c8663"
 version = "0.5.12"
 
+[[deps.Pango_jll]]
+deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "FriBidi_jll", "Glib_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e127b609fb9ecba6f201ba7ab753d5a605d53801"
+uuid = "36c8627f-9965-5494-a995-c6b170f724f3"
+version = "1.54.1+0"
+
 [[deps.Parameters]]
 deps = ["OrderedCollections", "UnPack"]
 git-tree-sha1 = "34c0e9ad262e5f7fc75b10a9952ca7692cfc5fbe"
@@ -1927,9 +2060,9 @@ version = "1.3.0"
 
 [[deps.Pixman_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
-git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
+git-tree-sha1 = "35621f10a7531bc8fa58f74610b1bfb70a3cfc6b"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.42.2+0"
+version = "0.43.4+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -1944,9 +2077,9 @@ version = "0.3.3"
 
 [[deps.PlotThemes]]
 deps = ["PlotUtils", "Statistics"]
-git-tree-sha1 = "1f03a2d339f42dca4a4da149c7e15e9b896ad899"
+git-tree-sha1 = "6e55c6841ce3411ccb3457ee52fc48cb698d6fb0"
 uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
-version = "3.1.0"
+version = "3.2.0"
 
 [[deps.PlotUtils]]
 deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
@@ -1988,15 +2121,15 @@ version = "0.1.6"
 
 [[deps.PlutoTeachingTools]]
 deps = ["Downloads", "HypertextLiteral", "LaTeXStrings", "Latexify", "Markdown", "PlutoLinks", "PlutoUI", "Random"]
-git-tree-sha1 = "89f57f710cc121a7f32473791af3d6beefc59051"
+git-tree-sha1 = "5d9ab1a4faf25a62bb9d07ef0003396ac258ef1c"
 uuid = "661c6b06-c737-4d37-b85c-46df65de6f69"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.PlutoUI]]
 deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"]
-git-tree-sha1 = "71a22244e352aa8c5f0f2adde4150f62368a3f2e"
+git-tree-sha1 = "eba4810d5e6a01f612b948c9fa94f905b49087b0"
 uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
-version = "0.7.58"
+version = "0.7.60"
 
 [[deps.PrecompileTools]]
 deps = ["Preferences"]
@@ -2020,9 +2153,14 @@ uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79"
 
 [[deps.ProgressMeter]]
 deps = ["Distributed", "Printf"]
-git-tree-sha1 = "763a8ceb07833dd51bb9e3bbca372de32c0605ad"
+git-tree-sha1 = "8f6bc219586aef8baf0ff9a5fe16ee9c70cb65e4"
 uuid = "92933f4c-e287-5a05-a399-4b506db050ca"
-version = "1.10.0"
+version = "1.10.2"
+
+[[deps.PtrArrays]]
+git-tree-sha1 = "77a42d78b6a92df47ab37e177b2deac405e1c88f"
+uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d"
+version = "1.2.1"
 
 [[deps.QOI]]
 deps = ["ColorTypes", "FileIO", "FixedPointNumbers"]
@@ -2038,9 +2176,15 @@ version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "9b23c31e76e333e6fb4c1595ae6afa74966a729e"
+git-tree-sha1 = "cda3b045cf9ef07a08ad46731f5a3165e56cf3da"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.9.4"
+version = "2.11.1"
+
+    [deps.QuadGK.extensions]
+    QuadGKEnzymeExt = "Enzyme"
+
+    [deps.QuadGK.weakdeps]
+    Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
 
 [[deps.Quaternions]]
 deps = ["LinearAlgebra", "Random", "RealDot"]
@@ -2113,28 +2257,28 @@ uuid = "ae029012-a4dd-5104-9daa-d747884805df"
 version = "1.3.0"
 
 [[deps.Revise]]
-deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Pkg", "REPL", "Requires", "UUIDs", "Unicode"]
-git-tree-sha1 = "12aa2d7593df490c407a3bbd8b86b8b515017f3e"
+deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "REPL", "Requires", "UUIDs", "Unicode"]
+git-tree-sha1 = "0a20a01fbb3a9531f3325a94b6dcf95c404a1658"
 uuid = "295af30f-e4ad-537b-8983-00126c2a3abe"
-version = "3.5.14"
+version = "3.6.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
+git-tree-sha1 = "852bd0f55565a9e973fcfee83a84413270224dc4"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.1"
+version = "0.8.0"
 
 [[deps.Rmath_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "58cdd8fb2201a6267e1db87ff148dd6c1dbd8ad8"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.4.0+0"
+version = "0.5.1+0"
 
 [[deps.Rotations]]
 deps = ["LinearAlgebra", "Quaternions", "Random", "StaticArrays"]
-git-tree-sha1 = "2a0a5d8569f481ff8840e3b7c84bbf188db6a3fe"
+git-tree-sha1 = "5680a9276685d392c87407df00d57c9924d9f11e"
 uuid = "6038ab10-8711-5258-84ad-4b1120ba62dc"
-version = "1.7.0"
+version = "1.7.1"
 weakdeps = ["RecipesBase"]
 
     [deps.Rotations.extensions]
@@ -2144,6 +2288,12 @@ weakdeps = ["RecipesBase"]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 version = "0.7.0"
 
+[[deps.SIMD]]
+deps = ["PrecompileTools"]
+git-tree-sha1 = "98ca7c29edd6fc79cd74c61accb7010a4e7aee33"
+uuid = "fdea26ae-647d-5447-a871-4b548cad5224"
+version = "3.6.0"
+
 [[deps.Scratch]]
 deps = ["Dates"]
 git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386"
@@ -2164,9 +2314,9 @@ uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f"
 version = "1.0.3"
 
 [[deps.SimpleBufferStream]]
-git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1"
+git-tree-sha1 = "f305871d2f381d21527c770d4788c06c097c9bc1"
 uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7"
-version = "1.1.0"
+version = "1.2.0"
 
 [[deps.SimpleTraits]]
 deps = ["InteractiveUtils", "MacroTools"]
@@ -2202,9 +2352,9 @@ version = "1.10.0"
 
 [[deps.SpecialFunctions]]
 deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "e2cfc4012a19088254b3950b85c3c1d8882d864d"
+git-tree-sha1 = "2f5d4697f21388cbe1ff299430dd169ef97d7e14"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.3.1"
+version = "2.4.0"
 weakdeps = ["ChainRulesCore"]
 
     [deps.SpecialFunctions.extensions]
@@ -2218,9 +2368,9 @@ version = "0.1.1"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"]
-git-tree-sha1 = "bf074c045d3d5ffd956fa0a461da38a44685d6b2"
+git-tree-sha1 = "eeafab08ae20c62c44c8399ccb9354a04b80db50"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.9.3"
+version = "1.9.7"
 weakdeps = ["ChainRulesCore", "Statistics"]
 
     [deps.StaticArrays.extensions]
@@ -2228,9 +2378,9 @@ weakdeps = ["ChainRulesCore", "Statistics"]
     StaticArraysStatisticsExt = "Statistics"
 
 [[deps.StaticArraysCore]]
-git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d"
+git-tree-sha1 = "192954ef1208c7019899fbf8049e717f92959682"
 uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
-version = "1.4.2"
+version = "1.4.3"
 
 [[deps.Statistics]]
 deps = ["LinearAlgebra", "SparseArrays"]
@@ -2245,15 +2395,15 @@ version = "1.7.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "1d77abd07f617c4868c33d4f5b9e1dbb2643c9cf"
+git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.34.2"
+version = "0.34.3"
 
 [[deps.StatsFuns]]
 deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "cef0472124fab0695b58ca35a77c6fb942fdab8a"
+git-tree-sha1 = "b423576adc27097764a90e163157bcfc9acf0f46"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.3.1"
+version = "1.3.2"
 
     [deps.StatsFuns.extensions]
     StatsFunsChainRulesCoreExt = "ChainRulesCore"
@@ -2265,9 +2415,9 @@ version = "1.3.1"
 
 [[deps.StringDistances]]
 deps = ["Distances", "StatsAPI"]
-git-tree-sha1 = "ceeef74797d961aee825aabf71446d6aba898acb"
+git-tree-sha1 = "5b2ca70b099f91e54d98064d5caf5cc9b541ad06"
 uuid = "88034a9c-02f8-509d-84a9-84ec65e18404"
-version = "0.11.2"
+version = "0.11.3"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
@@ -2305,10 +2455,10 @@ uuid = "5e47fb64-e119-507b-a336-dd2b206d9990"
 version = "1.8.0"
 
 [[deps.TiffImages]]
-deps = ["ColorTypes", "DataStructures", "DocStringExtensions", "FileIO", "FixedPointNumbers", "IndirectArrays", "Inflate", "Mmap", "OffsetArrays", "PkgVersion", "ProgressMeter", "UUIDs"]
-git-tree-sha1 = "34cc045dd0aaa59b8bbe86c644679bc57f1d5bd0"
+deps = ["ColorTypes", "DataStructures", "DocStringExtensions", "FileIO", "FixedPointNumbers", "IndirectArrays", "Inflate", "Mmap", "OffsetArrays", "PkgVersion", "ProgressMeter", "SIMD", "UUIDs"]
+git-tree-sha1 = "bc7fd5c91041f44636b2c134041f7e5263ce58ae"
 uuid = "731e570b-9d59-4bfa-96dc-6df516fadf69"
-version = "0.6.8"
+version = "0.10.0"
 
 [[deps.TiledIteration]]
 deps = ["OffsetArrays"]
@@ -2317,18 +2467,14 @@ uuid = "06e1c1a7-607b-532d-9fad-de7d9aa2abac"
 version = "0.3.1"
 
 [[deps.TranscodingStreams]]
-git-tree-sha1 = "a09c933bebed12501890d8e92946bbab6a1690f1"
+git-tree-sha1 = "e84b3a11b9bece70d14cce63406bbc79ed3464d2"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.10.5"
-weakdeps = ["Random", "Test"]
-
-    [deps.TranscodingStreams.extensions]
-    TestExt = ["Test", "Random"]
+version = "0.11.2"
 
 [[deps.Tricks]]
-git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f"
+git-tree-sha1 = "7822b97e99a1672bfb1b49b668a6d46d58d8cbcb"
 uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.URIs]]
 git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b"
@@ -2355,9 +2501,9 @@ version = "0.4.1"
 
 [[deps.Unitful]]
 deps = ["Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "3c793be6df9dd77a0cf49d80984ef9ff996948fa"
+git-tree-sha1 = "d95fe458f26209c66a187b1114df96fd70839efd"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.19.0"
+version = "1.21.0"
 
     [deps.Unitful.extensions]
     ConstructionBaseUnitfulExt = "ConstructionBase"
@@ -2369,9 +2515,9 @@ version = "1.19.0"
 
 [[deps.UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
-git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+git-tree-sha1 = "975c354fcd5f7e1ddcc1f1a23e6e091d99e99bc8"
 uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
-version = "1.6.3"
+version = "1.6.4"
 
 [[deps.Unzip]]
 git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78"
@@ -2398,15 +2544,15 @@ version = "0.5.6"
 
 [[deps.XML2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
-git-tree-sha1 = "07e470dabc5a6a4254ffebc29a1b3fc01464e105"
+git-tree-sha1 = "1165b0443d0eca63ac1e32b8c0eb69ed2f4f8127"
 uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
-version = "2.12.5+0"
+version = "2.13.3+0"
 
 [[deps.XSLT_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"]
-git-tree-sha1 = "91844873c4085240b95e795f692c4cec4d805f8a"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "XML2_jll", "Zlib_jll"]
+git-tree-sha1 = "a54ee957f4c86b526460a720dbc882fa5edcbefc"
 uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
-version = "1.1.34+0"
+version = "1.1.41+0"
 
 [[deps.Xorg_libX11_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
@@ -2433,10 +2579,10 @@ uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
 version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "b7c0aa8c376b31e4852b360222848637f481f8c3"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "d2d1a5c49fae4ba39983f63de6afcbea47194e85"
 uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3"
-version = "1.3.4+4"
+version = "1.3.6+0"
 
 [[deps.Xorg_libXfixes_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -2463,10 +2609,10 @@ uuid = "ec84b674-ba8e-5d96-8ba1-2a689ba10484"
 version = "1.5.2+4"
 
 [[deps.Xorg_libXrender_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "19560f30fd49f4d4efbe7002a1037f8c43d43b96"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "47e45cd78224c53109495b3e324df0c37bb61fbe"
 uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
-version = "0.9.10+4"
+version = "0.9.11+0"
 
 [[deps.Xorg_libpthread_stubs_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -2476,9 +2622,9 @@ version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
+git-tree-sha1 = "bcd466676fef0878338c61e655629fa7bbc69d8e"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.15.0+0"
+version = "1.17.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
@@ -2541,38 +2687,44 @@ version = "1.2.13+1"
 
 [[deps.Zstd_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
+git-tree-sha1 = "555d1076590a6cc2fdee2ef1469451f872d8b41b"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.5+0"
+version = "1.5.6+1"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "a68c9655fbe6dfcab3d972808f1aafec151ce3f8"
+git-tree-sha1 = "936081b536ae4aa65415d869287d43ef3cb576b2"
 uuid = "214eeab7-80f7-51ab-84ad-2988db7cef09"
-version = "0.43.0+0"
+version = "0.53.0+0"
 
 [[deps.libaom_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "3a2ea60308f0996d26f1e5354e10c24e9ef905d4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1827acba325fdcdf1d2647fc8d5301dd9ba43a9d"
 uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b"
-version = "3.4.0+0"
+version = "3.9.0+0"
 
 [[deps.libass_jll]]
-deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
+deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "e17c115d55c5fbb7e52ebedb427a0dca79d4484e"
 uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
-version = "0.15.1+0"
+version = "0.15.2+0"
 
 [[deps.libblastrampoline_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
-version = "5.8.0+1"
+version = "5.11.0+0"
+
+[[deps.libdecor_jll]]
+deps = ["Artifacts", "Dbus_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pango_jll", "Wayland_jll", "xkbcommon_jll"]
+git-tree-sha1 = "9bf7903af251d2050b467f76bdbe57ce541f7f4f"
+uuid = "1183f4f0-6f2a-5f1a-908b-139f9cdfea6f"
+version = "0.2.2+0"
 
 [[deps.libfdk_aac_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8a22cf860a7d27e4f3498a0fe0811a7957badb38"
 uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
-version = "2.0.2+0"
+version = "2.0.3+0"
 
 [[deps.libpng_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"]
@@ -2588,15 +2740,21 @@ version = "1.10.3+0"
 
 [[deps.libvorbis_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
-git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
+git-tree-sha1 = "490376214c4721cdaca654041f635213c6165cb3"
 uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
-version = "1.3.7+1"
+version = "1.3.7+2"
 
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
 version = "1.52.0+1"
 
+[[deps.oneTBB_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "7d0ea0f4895ef2f5cb83645fa689e52cb55cf493"
+uuid = "1317d2d5-d96f-522e-a858-c73665f53c3e"
+version = "2021.12.0+0"
+
 [[deps.p7zip_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
@@ -2731,6 +2889,17 @@ version = "1.4.1+1"
 # ╠═2f57e6de-c874-4f90-8e71-70cd1d002359
 # ╠═2000a153-4b4d-4aec-a503-eaf3cc9d89c3
 # ╟─0fe33d6c-d65d-4f29-857d-34ea792a1f48
+# ╟─71c2b3dd-3fb4-4f8b-9e19-a043e05ff498
+# ╟─c986580b-fe8c-4b68-9fa1-230b429e6de8
+# ╠═57d23d48-4f7b-434c-95f3-dd6c704dbb0b
+# ╟─d89bd03c-5dda-4141-af90-1673af2370e3
+# ╠═29a57a0e-7859-416b-a6d5-ab8b4ec9516c
+# ╟─3dbc1078-85b1-4711-98fe-29d48d0b1474
+# ╠═9f99e017-08f6-43b9-9db8-cec9e310b4b7
+# ╠═f6a2038a-9b42-4580-a61d-89c6a398ee66
+# ╠═65b736a4-1a38-4366-b519-cd13893d24a5
+# ╠═5b4773c3-fcbc-4f97-8684-653fd8f1dfbd
+# ╟─68e50ed7-c17d-4d89-9eb6-40aa790a87e8
 # ╟─41a7bd3b-56f5-45e7-ac8d-313bb3a46181
 # ╟─067c7894-2e3f-43de-998f-4f1a250bc0f7
 # ╟─4a9735f7-0d2b-4557-a293-f0e0c6c19179
@@ -2738,11 +2907,10 @@ version = "1.4.1+1"
 # ╠═216dcbf9-91aa-40fe-bef2-6dea56a35be7
 # ╟─dda486b4-5838-429b-aec8-450d2f0c55be
 # ╟─df1540c4-d458-428c-b230-6c42557557e1
-# ╟─a60e422c-e4e2-42d2-b490-54f3123aa11a
+# ╟─39c8a7fd-8746-4179-865e-9ec7df230fff
 # ╠═f3d0483f-ba78-4d3d-a23e-ec051923175d
 # ╠═474cd2c3-b35b-4d01-b62a-e7171b4ee476
-# ╠═6fd61dac-2ab1-464a-a20c-c0e1d7d23e8b
-# ╟─6bbaa57a-0b06-452c-8196-d204fe07beb9
+# ╟─6fd61dac-2ab1-464a-a20c-c0e1d7d23e8b
 # ╟─4639b31c-9ef9-47a8-b9a9-b65b2e6d13fa
 # ╟─edb7814a-eddf-4c87-8857-19bb0a0c0241
 # ╠═f60be2e0-9b43-46b5-96ef-7747ab56e164
diff --git a/homework/H3_Custom_Types.jl b/homework/H3_Custom_Types.jl
index 6163fb9..9b8a7b4 100644
--- a/homework/H3_Custom_Types.jl
+++ b/homework/H3_Custom_Types.jl
@@ -1,5 +1,5 @@
 ### A Pluto.jl notebook ###
-# v0.19.40
+# v0.19.46
 
 using Markdown
 using InteractiveUtils
@@ -54,7 +54,7 @@ html"""
 """
 
 # ╔═╡ bdcb27c5-0603-49ac-b831-d78c558b31f0
-md"Due date: **Monday, May 13th 2024 at 23:59**"
+md"Due date: **Monday, November 11th 2024 at 23:59**"
 
 # ╔═╡ ddd6e83e-5a0d-4ff0-afe4-dedfc860994c
 md"### Student information"
@@ -191,7 +191,7 @@ These two fields will hold the mean and the standard deviation of the standardiz
 
 You are allowed to use the `mean` and `std` functions from the standard library package [Statistics.jl](https://docs.julialang.org/en/v1/stdlib/Statistics/).
 ",
-    3,
+    4,
 )
 
 # ╔═╡ aaea0bbf-868d-4fe0-b348-307449d06517
@@ -464,6 +464,7 @@ task(
 *  have a default learning rate of `0.1`, implemented in an outer constructor `GradientDescent()`
 
 ",
+    2,
 )
 
 # ╔═╡ 58a671a1-3059-4fa9-b758-f3a76a573aa5
@@ -679,11 +680,14 @@ tip(
 This example had no stochasticity and other optimization algorithms would have been better suited.",
 )
 
+# ╔═╡ 5370c50b-a9b8-41dc-8cfe-1f0389df97c3
+md"### Optional Task – Adam optimizer"
+
 # ╔═╡ 822d03c6-48f8-47b0-8f25-b2de45e4c589
 Markdown.MD(
     Markdown.Admonition(
         "Task",
-        "Optional task (3 extra points)",
+        "Optional task",
         [
             md"Implement the *Adam* optimizer, which was introduced
             in [this paper](https://arxiv.org/abs/1412.6980) by Kingma and Ba.
@@ -694,7 +698,7 @@ Markdown.MD(
 
 # ╔═╡ edb7814a-eddf-4c87-8857-19bb0a0c0241
 md"""# Feedback
-This is the third iteration of the *"Julia Programming for ML"* class. Please help us make the course better!
+This is the fourth iteration of the *"Julia Programming for ML"* class. Please help us make the course better!
 
 You can write whatever you want in the following string. Feel free to add or delete whatever you want.
 """
@@ -738,7 +742,7 @@ Zygote = "~0.6.69"
 PLUTO_MANIFEST_TOML_CONTENTS = """
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.10.2"
+julia_version = "1.10.5"
 manifest_format = "2.0"
 project_hash = "3d387482b50f32b7f746f36cc2bc5168bf3e6044"
 
@@ -755,15 +759,15 @@ weakdeps = ["ChainRulesCore", "Test"]
 
 [[deps.AbstractPlutoDingetjes]]
 deps = ["Pkg"]
-git-tree-sha1 = "0f748c81756f2e5e6854298f11ad8b2dfae6911a"
+git-tree-sha1 = "6e1d2a35f2f90a4bc7c2ed98079b2ba09c35b83a"
 uuid = "6e696c72-6542-2067-7265-42206c756150"
-version = "1.3.0"
+version = "1.3.2"
 
 [[deps.Adapt]]
 deps = ["LinearAlgebra", "Requires"]
-git-tree-sha1 = "cea4ac3f5b4bc4b3000aa55afb6e5626518948fa"
+git-tree-sha1 = "6a55b747d1812e699320963ffde36f1ebdda4099"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "4.0.3"
+version = "4.0.4"
 
     [deps.Adapt.extensions]
     AdaptStaticArraysExt = "StaticArrays"
@@ -782,9 +786,9 @@ uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
 
 [[deps.BitFlags]]
-git-tree-sha1 = "2dc09997850d68179b69dafb58ae806167a32b1b"
+git-tree-sha1 = "0691e34b3bb8be9307330f88d1a3c3f25466c24d"
 uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.Bzip2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -799,21 +803,21 @@ version = "0.5.0"
 
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "a4c43f59baa34011e303e76f5c8c91bf58415aaf"
+git-tree-sha1 = "a2f1c8c668c8e3cb4cca4e57a8efdb09067bb3fd"
 uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
-version = "1.18.0+1"
+version = "1.18.0+2"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"]
-git-tree-sha1 = "4e42872be98fa3343c4f8458cbda8c5c6a6fa97c"
+git-tree-sha1 = "be227d253d132a6d57f9ccf5f67c0fb6488afd87"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.63.0"
+version = "1.71.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra"]
-git-tree-sha1 = "575cd02e080939a33b6df6c5853d14924c08e35b"
+git-tree-sha1 = "3e4b134270b372f2ed4d4d0e936aabaefc1802bc"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.23.0"
+version = "1.25.0"
 weakdeps = ["SparseArrays"]
 
     [deps.ChainRulesCore.extensions]
@@ -821,27 +825,27 @@ weakdeps = ["SparseArrays"]
 
 [[deps.CodeTracking]]
 deps = ["InteractiveUtils", "UUIDs"]
-git-tree-sha1 = "c0216e792f518b39b22212127d4a84dc31e4e386"
+git-tree-sha1 = "7eee164f122511d3e4e1ebadb7956939ea7e1c77"
 uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2"
-version = "1.3.5"
+version = "1.3.6"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "59939d8a997469ee05c4b4944560a820f9ba0d73"
+git-tree-sha1 = "bce6804e5e6044c6daab27bb533d1295e4a2e759"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.4"
+version = "0.7.6"
 
 [[deps.ColorSchemes]]
 deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
-git-tree-sha1 = "67c1f244b991cad9b0aa4b7540fb758c2488b129"
+git-tree-sha1 = "b5278586822443594ff615963b0c09755771b3e0"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.24.0"
+version = "3.26.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
-git-tree-sha1 = "eb7f0f8307f71fac7c606984ea5fb2817275d6e4"
+git-tree-sha1 = "b10d0b65641d57b8b4d5e234446582de5047050d"
 uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
-version = "0.11.4"
+version = "0.11.5"
 
 [[deps.ColorVectorSpace]]
 deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"]
@@ -855,21 +859,21 @@ weakdeps = ["SpecialFunctions"]
 
 [[deps.Colors]]
 deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
-git-tree-sha1 = "fc08e5930ee9a4e03f84bfb5211cb54e7769758a"
+git-tree-sha1 = "362a287c3aa50601b0bc359053d5c2468f0e7ce0"
 uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
-version = "0.12.10"
+version = "0.12.11"
 
 [[deps.CommonSubexpressions]]
-deps = ["MacroTools", "Test"]
-git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
+deps = ["MacroTools"]
+git-tree-sha1 = "cda2cfaebb4be89c9084adaca7dd7333369715c5"
 uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
-version = "0.3.0"
+version = "0.3.1"
 
 [[deps.Compat]]
 deps = ["TOML", "UUIDs"]
-git-tree-sha1 = "c955881e3c981181362ae4088b35995446298b80"
+git-tree-sha1 = "8ae8d32e09f0dcf42a36b90d4e17f5dd2e4c4215"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.14.0"
+version = "4.16.0"
 weakdeps = ["Dates", "LinearAlgebra"]
 
     [deps.Compat.extensions]
@@ -878,32 +882,33 @@ weakdeps = ["Dates", "LinearAlgebra"]
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "1.1.0+0"
+version = "1.1.1+0"
 
 [[deps.ConcurrentUtilities]]
 deps = ["Serialization", "Sockets"]
-git-tree-sha1 = "6cbbd4d241d7e6579ab354737f4dd95ca43946e1"
+git-tree-sha1 = "ea32b83ca4fefa1768dc84e504cc0a94fb1ab8d1"
 uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
-version = "2.4.1"
+version = "2.4.2"
 
 [[deps.ConstructionBase]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "260fd2400ed2dab602a7c15cf10c1933c59930a2"
+git-tree-sha1 = "76219f1ed5771adbb096743bff43fb5fdd4c1157"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.5.5"
+version = "1.5.8"
 
     [deps.ConstructionBase.extensions]
     ConstructionBaseIntervalSetsExt = "IntervalSets"
+    ConstructionBaseLinearAlgebraExt = "LinearAlgebra"
     ConstructionBaseStaticArraysExt = "StaticArrays"
 
     [deps.ConstructionBase.weakdeps]
     IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
+    LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
     StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
 
 [[deps.Contour]]
-git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
+git-tree-sha1 = "439e35b0b36e2e5881738abc8857bd92ad6ff9a8"
 uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
-version = "0.6.2"
+version = "0.6.3"
 
 [[deps.DataAPI]]
 git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe"
@@ -912,9 +917,9 @@ version = "1.16.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "0f4b5d62a88d8f59003e43c25a8a90de9eb76317"
+git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.18"
+version = "0.18.20"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -925,6 +930,12 @@ version = "1.0.0"
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
 
+[[deps.Dbus_jll]]
+deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "fc173b380865f70627d7dd1190dc2fce6cc105af"
+uuid = "ee1fde0b-3d02-5ea6-8484-8dfef6360eab"
+version = "1.14.10+0"
+
 [[deps.DelimitedFiles]]
 deps = ["Mmap"]
 git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae"
@@ -972,15 +983,15 @@ version = "0.1.10"
 
 [[deps.Expat_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
+git-tree-sha1 = "1c6317308b9dc757616f0b5cb379db10494443a7"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.5.0+0"
+version = "2.6.2+0"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
-git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8"
+git-tree-sha1 = "53ebe7511fa11d33bec688a9178fac4e49eeee00"
 uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.FFMPEG_jll]]
 deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "PCRE2_jll", "Zlib_jll", "libaom_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
@@ -992,10 +1003,10 @@ version = "4.4.4+1"
 uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
 
 [[deps.FillArrays]]
-deps = ["LinearAlgebra", "Random"]
-git-tree-sha1 = "5b93957f6dcd33fc343044af3d48c215be2562f1"
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "6a70198746448456524cb442b8af316927ff3e1a"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.9.3"
+version = "1.13.0"
 
     [deps.FillArrays.extensions]
     FillArraysPDMatsExt = "PDMats"
@@ -1009,20 +1020,20 @@ version = "1.9.3"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
-git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc"
+git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172"
 uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
-version = "0.8.4"
+version = "0.8.5"
 
 [[deps.Fontconfig_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "21efd19106a55620a188615da6d3d06cd7f6ee03"
+deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Zlib_jll"]
+git-tree-sha1 = "db16beca600632c95fc8aca29890d83788dd8b23"
 uuid = "a3f928ae-7b40-5064-980b-68af3947d34b"
-version = "2.13.93+0"
+version = "2.13.96+0"
 
 [[deps.Format]]
-git-tree-sha1 = "f3cf88025f6d03c194d73f5d13fee9004a108329"
+git-tree-sha1 = "9c68794ef81b08086aeb32eeaf33531668d5f5fc"
 uuid = "1fa38f19-a742-5d3f-a2b9-30dd87b9d5f8"
-version = "1.3.6"
+version = "1.3.7"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
@@ -1038,33 +1049,33 @@ version = "0.10.36"
 
 [[deps.FreeType2_jll]]
 deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
-git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
+git-tree-sha1 = "5c1d8ae0efc6c2e7b1fc502cbe25def8f661b7bc"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.13.1+0"
+version = "2.13.2+0"
 
 [[deps.FriBidi_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "aa31987c2ba8704e23c6c8ba8a4f769d5d7e4f91"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1ed150b39aebcc805c26b93a8d0122c940f64ce2"
 uuid = "559328eb-81f9-559d-9380-de523a88c83c"
-version = "1.0.10+0"
+version = "1.0.14+0"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "8ae30e786837ce0a24f5e2186938bf3251ab94b2"
+git-tree-sha1 = "64d8e93700c7a3f28f717d265382d52fac9fa1c1"
 uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
-version = "0.4.8"
+version = "0.4.12"
 
 [[deps.GLFW_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll"]
-git-tree-sha1 = "ff38ba61beff76b8f4acad8ab0c97ef73bb670cb"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll", "libdecor_jll", "xkbcommon_jll"]
+git-tree-sha1 = "532f9126ad901533af1d4f5c198867227a7bb077"
 uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89"
-version = "3.3.9+0"
+version = "3.4.0+1"
 
 [[deps.GPUArrays]]
 deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
-git-tree-sha1 = "47e4686ec18a9620850bad110b79966132f14283"
+git-tree-sha1 = "62ee71528cca49be797076a76bdc654a170a523e"
 uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "10.0.2"
+version = "10.3.1"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
@@ -1073,16 +1084,16 @@ uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
 version = "0.1.6"
 
 [[deps.GR]]
-deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Preferences", "Printf", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "UUIDs", "p7zip_jll"]
-git-tree-sha1 = "3437ade7073682993e092ca570ad68a2aba26983"
+deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Preferences", "Printf", "Qt6Wayland_jll", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "p7zip_jll"]
+git-tree-sha1 = "629693584cef594c3f6f99e76e7a7ad17e60e8d5"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.73.3"
+version = "0.73.7"
 
 [[deps.GR_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "FreeType2_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt6Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "a96d5c713e6aa28c242b0d25c1347e258d6541ab"
+git-tree-sha1 = "a8863b69c2a0859f2c2c87ebdc4c6712e88bdf0d"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.73.3+0"
+version = "0.73.7+0"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -1092,9 +1103,9 @@ version = "0.21.0+0"
 
 [[deps.Glib_jll]]
 deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"]
-git-tree-sha1 = "359a1ba2e320790ddbe4ee8b4d54a305c0ea2aff"
+git-tree-sha1 = "7c82e6a6cd34e9d935e9aa4051b66c6ff3af59ba"
 uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.80.0+0"
+version = "2.80.2+0"
 
 [[deps.Graphite2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1109,15 +1120,15 @@ version = "1.0.2"
 
 [[deps.HTTP]]
 deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "995f762e0182ebc50548c434c171a5bb6635f8e4"
+git-tree-sha1 = "d1d712be3164d61d1fb98e7ce9bcbc6cc06b45ed"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.10.4"
+version = "1.10.8"
 
 [[deps.HarfBuzz_jll]]
-deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
-git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3"
+deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll"]
+git-tree-sha1 = "401e4f3f30f43af2c8478fc008da50096ea5240f"
 uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
-version = "2.8.1+1"
+version = "8.3.1+0"
 
 [[deps.Hyperscript]]
 deps = ["Test"]
@@ -1133,15 +1144,15 @@ version = "0.9.5"
 
 [[deps.IOCapture]]
 deps = ["Logging", "Random"]
-git-tree-sha1 = "8b72179abc660bfab5e28472e019392b97d0985c"
+git-tree-sha1 = "b6d6bfdd7ce25b0f9b2f6b3dd56b2673a66c8770"
 uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
-version = "0.2.4"
+version = "0.2.5"
 
 [[deps.IRTools]]
-deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "5d8c5713f38f7bc029e26627b687710ba406d0dd"
+deps = ["InteractiveUtils", "MacroTools"]
+git-tree-sha1 = "950c3717af761bc3ff906c2e8e52bd83390b6ec2"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.12"
+version = "0.4.14"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -1159,15 +1170,15 @@ version = "1.0.0"
 
 [[deps.JLFzf]]
 deps = ["Pipe", "REPL", "Random", "fzf_jll"]
-git-tree-sha1 = "a53ebe394b71470c7f97c2e7e170d51df21b17af"
+git-tree-sha1 = "39d64b09147620f5ffbf6b2d3255be3c901bec63"
 uuid = "1019f520-868f-41f5-a6de-eb00f4b6a39c"
-version = "0.1.7"
+version = "0.1.8"
 
 [[deps.JLLWrappers]]
 deps = ["Artifacts", "Preferences"]
-git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca"
+git-tree-sha1 = "f389674c99bfcde17dc57454011aa44d5a260a40"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
@@ -1177,21 +1188,21 @@ version = "0.21.4"
 
 [[deps.JpegTurbo_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "3336abae9a713d2210bb57ab484b1e065edd7d23"
+git-tree-sha1 = "25ee0be4d43d0269027024d75a24c24d6c6e590c"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "3.0.2+0"
+version = "3.0.4+0"
 
 [[deps.JuliaInterpreter]]
 deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
-git-tree-sha1 = "7b762d81887160169ddfc93a47e5fd7a6a3e78ef"
+git-tree-sha1 = "2984284a8abcfcc4784d95a9e2ea4e352dd8ede7"
 uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a"
-version = "0.9.29"
+version = "0.9.36"
 
 [[deps.LAME_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6250b16881adf048549549fba48b1161acdac8c"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "170b660facf5df5de098d866564877e119141cbd"
 uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d"
-version = "3.100.1+0"
+version = "3.100.2+0"
 
 [[deps.LERC_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1201,9 +1212,9 @@ version = "3.0.0+1"
 
 [[deps.LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Requires", "Unicode"]
-git-tree-sha1 = "7c6650580b4c3169d9905858160db895bff6d2e2"
+git-tree-sha1 = "4ad43cb0a4bb5e5b1506e1d1f48646d7e0c80363"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "6.6.1"
+version = "9.1.2"
 
     [deps.LLVM.extensions]
     BFloat16sExt = "BFloat16s"
@@ -1213,21 +1224,21 @@ version = "6.6.1"
 
 [[deps.LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "88b916503aac4fb7f701bb625cd84ca5dd1677bc"
+git-tree-sha1 = "05a8bd5a42309a9ec82f700876903abce1017dd3"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.29+0"
+version = "0.0.34+0"
 
 [[deps.LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "d986ce2d884d49126836ea94ed5bfb0f12679713"
+git-tree-sha1 = "78211fb6cbc872f77cad3fc0b6cf647d923f4929"
 uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
-version = "15.0.7+0"
+version = "18.1.7+0"
 
 [[deps.LZO_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e5b909bcf985c5e2605737d2ce278ed791b89be6"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "854a9c268c43b77b0a27f22d7fab8d33cdb3a731"
 uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac"
-version = "2.10.1+0"
+version = "2.10.2+1"
 
 [[deps.LaTeXStrings]]
 git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec"
@@ -1236,16 +1247,18 @@ version = "1.3.1"
 
 [[deps.Latexify]]
 deps = ["Format", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Requires"]
-git-tree-sha1 = "cad560042a7cc108f5a4c24ea1431a9221f22c1b"
+git-tree-sha1 = "ce5f5621cac23a86011836badfedf664a612cee4"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.16.2"
+version = "0.16.5"
 
     [deps.Latexify.extensions]
     DataFramesExt = "DataFrames"
+    SparseArraysExt = "SparseArrays"
     SymEngineExt = "SymEngine"
 
     [deps.Latexify.weakdeps]
     DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+    SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
     SymEngine = "123dc426-2d89-5057-bbad-38513e3affd8"
 
 [[deps.LazyArtifacts]]
@@ -1286,10 +1299,10 @@ uuid = "e9f186c6-92d2-5b65-8a66-fee21dc1b490"
 version = "3.2.2+1"
 
 [[deps.Libgcrypt_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll", "Pkg"]
-git-tree-sha1 = "64613c82a59c120435c067c2b809fc61cf5166ae"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll"]
+git-tree-sha1 = "9fd170c4bbfd8b935fdc5f8b7aa33532c991a673"
 uuid = "d4300ac3-e22c-5743-9152-c294e39db1e4"
-version = "1.8.7+0"
+version = "1.8.11+0"
 
 [[deps.Libglvnd_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll", "Xorg_libXext_jll"]
@@ -1298,10 +1311,10 @@ uuid = "7e76a0d4-f3c7-5321-8279-8d96eeed0f29"
 version = "1.6.0+0"
 
 [[deps.Libgpg_error_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "c333716e46366857753e273ce6a69ee0945a6db9"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "fbb1f2bef882392312feb1ede3615ddc1e9b99ed"
 uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8"
-version = "1.42.0+0"
+version = "1.49.0+0"
 
 [[deps.Libiconv_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -1311,9 +1324,9 @@ version = "1.17.0+0"
 
 [[deps.Libmount_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "dae976433497a2f841baadea93d27e68f1a12a97"
+git-tree-sha1 = "0c4f9c4f1a50d8f35048fa0532dabbadf702f81e"
 uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9"
-version = "2.39.3+0"
+version = "2.40.1+0"
 
 [[deps.Libtiff_jll]]
 deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "XZ_jll", "Zlib_jll", "Zstd_jll"]
@@ -1323,9 +1336,9 @@ version = "4.5.1+1"
 
 [[deps.Libuuid_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "0a04a1318df1bf510beb2562cf90fb0c386f58c4"
+git-tree-sha1 = "5ee6203157c120d79034c748a2acba45b82b8807"
 uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
-version = "2.39.3+1"
+version = "2.40.1+0"
 
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
@@ -1333,9 +1346,9 @@ uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 
 [[deps.LogExpFunctions]]
 deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "18144f3e9cbe9b15b070288eef858f71b291ce37"
+git-tree-sha1 = "a2d09619db4e765091ee5c6ffe8872849de0feea"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.27"
+version = "0.3.28"
 
     [deps.LogExpFunctions.extensions]
     LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
@@ -1358,9 +1371,9 @@ version = "1.0.3"
 
 [[deps.LoweredCodeUtils]]
 deps = ["JuliaInterpreter"]
-git-tree-sha1 = "31e27f0b0bf0df3e3e951bfcc43fe8c730a219f6"
+git-tree-sha1 = "c2b5e92eaf5101404a58ce9c6083d595472361d6"
 uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b"
-version = "2.4.5"
+version = "3.0.2"
 
 [[deps.MIMEs]]
 git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb"
@@ -1395,9 +1408,9 @@ version = "0.3.2"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
-git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272"
+git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d"
 uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
-version = "1.1.0"
+version = "1.2.0"
 
 [[deps.Mmap]]
 uuid = "a63ad114-7e13-5084-954f-fe012c677804"
@@ -1434,15 +1447,15 @@ version = "0.8.1+2"
 
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "af81a32750ebc831ee28bdaaba6e1067decef51e"
+git-tree-sha1 = "38cb508d080d21dc1128f7fb04f20387ed4c0af4"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.4.2"
+version = "1.4.3"
 
 [[deps.OpenSSL_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "60e3045590bd104a16fefb12836c00c0ef8c7f8c"
+git-tree-sha1 = "7493f61f55a6cce7325f197443aa80d32554ba10"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "3.0.13+0"
+version = "3.0.15+1"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -1452,15 +1465,15 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "264b061c1903bc0fe9be77cb9050ebacff66bb63"
+git-tree-sha1 = "6572fe0c5b74431aaeb0b18a4aa5ef03c84678be"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.3.2"
+version = "0.3.3"
 
 [[deps.Opus_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "51a08fb14ec28da2ec7a927c4337e4332c2a4720"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6703a85cb3781bd5909d48730a67205f3f31a575"
 uuid = "91d4177d-7536-5919-b921-800302f37372"
-version = "1.3.2+0"
+version = "1.3.3+0"
 
 [[deps.OrderedCollections]]
 git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5"
@@ -1472,6 +1485,12 @@ deps = ["Artifacts", "Libdl"]
 uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
 version = "10.42.0+1"
 
+[[deps.Pango_jll]]
+deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "FriBidi_jll", "Glib_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e127b609fb9ecba6f201ba7ab753d5a605d53801"
+uuid = "36c8627f-9965-5494-a995-c6b170f724f3"
+version = "1.54.1+0"
+
 [[deps.Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
 git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821"
@@ -1485,9 +1504,9 @@ version = "1.3.0"
 
 [[deps.Pixman_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
-git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
+git-tree-sha1 = "35621f10a7531bc8fa58f74610b1bfb70a3cfc6b"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.42.2+0"
+version = "0.43.4+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -1496,9 +1515,9 @@ version = "1.10.0"
 
 [[deps.PlotThemes]]
 deps = ["PlotUtils", "Statistics"]
-git-tree-sha1 = "1f03a2d339f42dca4a4da149c7e15e9b896ad899"
+git-tree-sha1 = "6e55c6841ce3411ccb3457ee52fc48cb698d6fb0"
 uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
-version = "3.1.0"
+version = "3.2.0"
 
 [[deps.PlotUtils]]
 deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
@@ -1507,10 +1526,10 @@ uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
 version = "1.4.1"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
-git-tree-sha1 = "3c403c6590dd93b36752634115e20137e79ab4df"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "TOML", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "45470145863035bb124ca51b320ed35d071cc6c2"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.40.2"
+version = "1.40.8"
 
     [deps.Plots.extensions]
     FileIOExt = "FileIO"
@@ -1540,15 +1559,15 @@ version = "0.1.6"
 
 [[deps.PlutoTeachingTools]]
 deps = ["Downloads", "HypertextLiteral", "LaTeXStrings", "Latexify", "Markdown", "PlutoLinks", "PlutoUI", "Random"]
-git-tree-sha1 = "89f57f710cc121a7f32473791af3d6beefc59051"
+git-tree-sha1 = "5d9ab1a4faf25a62bb9d07ef0003396ac258ef1c"
 uuid = "661c6b06-c737-4d37-b85c-46df65de6f69"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.PlutoUI]]
 deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"]
-git-tree-sha1 = "71a22244e352aa8c5f0f2adde4150f62368a3f2e"
+git-tree-sha1 = "eba4810d5e6a01f612b948c9fa94f905b49087b0"
 uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
-version = "0.7.58"
+version = "0.7.60"
 
 [[deps.PrecompileTools]]
 deps = ["Preferences"]
@@ -1568,9 +1587,27 @@ uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 
 [[deps.Qt6Base_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Vulkan_Loader_jll", "Xorg_libSM_jll", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_cursor_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "libinput_jll", "xkbcommon_jll"]
-git-tree-sha1 = "37b7bb7aabf9a085e0044307e1717436117f2b3b"
+git-tree-sha1 = "492601870742dcd38f233b23c3ec629628c1d724"
 uuid = "c0090381-4147-56d7-9ebc-da0b1113ec56"
-version = "6.5.3+1"
+version = "6.7.1+1"
+
+[[deps.Qt6Declarative_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Qt6Base_jll", "Qt6ShaderTools_jll"]
+git-tree-sha1 = "e5dd466bf2569fe08c91a2cc29c1003f4797ac3b"
+uuid = "629bc702-f1f5-5709-abd5-49b8460ea067"
+version = "6.7.1+2"
+
+[[deps.Qt6ShaderTools_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Qt6Base_jll"]
+git-tree-sha1 = "1a180aeced866700d4bebc3120ea1451201f16bc"
+uuid = "ce943373-25bb-56aa-8eca-768745ed7b5a"
+version = "6.7.1+1"
+
+[[deps.Qt6Wayland_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Qt6Base_jll", "Qt6Declarative_jll"]
+git-tree-sha1 = "729927532d48cf79f49070341e1d918a65aba6b0"
+uuid = "e99dba38-086e-5de3-a5b1-6e4c66e897c3"
+version = "6.7.1+1"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1616,10 +1653,10 @@ uuid = "ae029012-a4dd-5104-9daa-d747884805df"
 version = "1.3.0"
 
 [[deps.Revise]]
-deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Pkg", "REPL", "Requires", "UUIDs", "Unicode"]
-git-tree-sha1 = "12aa2d7593df490c407a3bbd8b86b8b515017f3e"
+deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "REPL", "Requires", "UUIDs", "Unicode"]
+git-tree-sha1 = "0a20a01fbb3a9531f3325a94b6dcf95c404a1658"
 uuid = "295af30f-e4ad-537b-8983-00126c2a3abe"
-version = "3.5.14"
+version = "3.6.0"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1641,9 +1678,9 @@ uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f"
 version = "1.0.3"
 
 [[deps.SimpleBufferStream]]
-git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1"
+git-tree-sha1 = "f305871d2f381d21527c770d4788c06c097c9bc1"
 uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7"
-version = "1.1.0"
+version = "1.2.0"
 
 [[deps.Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
@@ -1667,18 +1704,18 @@ version = "0.1.2"
 
 [[deps.SpecialFunctions]]
 deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "e2cfc4012a19088254b3950b85c3c1d8882d864d"
+git-tree-sha1 = "2f5d4697f21388cbe1ff299430dd169ef97d7e14"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.3.1"
+version = "2.4.0"
 weakdeps = ["ChainRulesCore"]
 
     [deps.SpecialFunctions.extensions]
     SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
 
 [[deps.StaticArraysCore]]
-git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d"
+git-tree-sha1 = "192954ef1208c7019899fbf8049e717f92959682"
 uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
-version = "1.4.2"
+version = "1.4.3"
 
 [[deps.Statistics]]
 deps = ["LinearAlgebra", "SparseArrays"]
@@ -1693,9 +1730,9 @@ version = "1.7.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "1d77abd07f617c4868c33d4f5b9e1dbb2643c9cf"
+git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.34.2"
+version = "0.34.3"
 
 [[deps.StructArrays]]
 deps = ["ConstructionBase", "DataAPI", "Tables"]
@@ -1736,10 +1773,10 @@ uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
 version = "1.0.1"
 
 [[deps.Tables]]
-deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits"]
-git-tree-sha1 = "cb76cf677714c095e535e3501ac7954732aeea2d"
+deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"]
+git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.11.1"
+version = "1.12.0"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1757,18 +1794,14 @@ deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.TranscodingStreams]]
-git-tree-sha1 = "a09c933bebed12501890d8e92946bbab6a1690f1"
+git-tree-sha1 = "e84b3a11b9bece70d14cce63406bbc79ed3464d2"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.10.5"
-weakdeps = ["Random", "Test"]
-
-    [deps.TranscodingStreams.extensions]
-    TestExt = ["Test", "Random"]
+version = "0.11.2"
 
 [[deps.Tricks]]
-git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f"
+git-tree-sha1 = "7822b97e99a1672bfb1b49b668a6d46d58d8cbcb"
 uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.URIs]]
 git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b"
@@ -1790,9 +1823,9 @@ version = "0.4.1"
 
 [[deps.Unitful]]
 deps = ["Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "3c793be6df9dd77a0cf49d80984ef9ff996948fa"
+git-tree-sha1 = "d95fe458f26209c66a187b1114df96fd70839efd"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.19.0"
+version = "1.21.0"
 
     [deps.Unitful.extensions]
     ConstructionBaseUnitfulExt = "ConstructionBase"
@@ -1804,9 +1837,9 @@ version = "1.19.0"
 
 [[deps.UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
-git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+git-tree-sha1 = "975c354fcd5f7e1ddcc1f1a23e6e091d99e99bc8"
 uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
-version = "1.6.3"
+version = "1.6.4"
 
 [[deps.Unzip]]
 git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78"
@@ -1833,33 +1866,33 @@ version = "1.31.0+0"
 
 [[deps.XML2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
-git-tree-sha1 = "07e470dabc5a6a4254ffebc29a1b3fc01464e105"
+git-tree-sha1 = "1165b0443d0eca63ac1e32b8c0eb69ed2f4f8127"
 uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
-version = "2.12.5+0"
+version = "2.13.3+0"
 
 [[deps.XSLT_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"]
-git-tree-sha1 = "91844873c4085240b95e795f692c4cec4d805f8a"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "XML2_jll", "Zlib_jll"]
+git-tree-sha1 = "a54ee957f4c86b526460a720dbc882fa5edcbefc"
 uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
-version = "1.1.34+0"
+version = "1.1.41+0"
 
 [[deps.XZ_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "31c421e5516a6248dfb22c194519e37effbf1f30"
+git-tree-sha1 = "ac88fb95ae6447c8dda6a5503f3bafd496ae8632"
 uuid = "ffd25f8a-64ca-5728-b0f7-c24cf3aae800"
-version = "5.6.1+0"
+version = "5.4.6+0"
 
 [[deps.Xorg_libICE_jll]]
-deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "e5becd4411063bdcac16be8b66fc2f9f6f1e8fe5"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "326b4fea307b0b39892b3e85fa451692eda8d46c"
 uuid = "f67eecfb-183a-506d-b269-f58e52b52d7c"
-version = "1.0.10+1"
+version = "1.1.1+0"
 
 [[deps.Xorg_libSM_jll]]
-deps = ["Libdl", "Pkg", "Xorg_libICE_jll"]
-git-tree-sha1 = "4a9d9e4c180e1e8119b5ffc224a7b59d3a7f7e18"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libICE_jll"]
+git-tree-sha1 = "3796722887072218eabafb494a13c963209754ce"
 uuid = "c834827a-8449-5923-a945-d239c165b7dd"
-version = "1.2.3+0"
+version = "1.2.4+0"
 
 [[deps.Xorg_libX11_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
@@ -1886,10 +1919,10 @@ uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
 version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "b7c0aa8c376b31e4852b360222848637f481f8c3"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "d2d1a5c49fae4ba39983f63de6afcbea47194e85"
 uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3"
-version = "1.3.4+4"
+version = "1.3.6+0"
 
 [[deps.Xorg_libXfixes_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1916,10 +1949,10 @@ uuid = "ec84b674-ba8e-5d96-8ba1-2a689ba10484"
 version = "1.5.2+4"
 
 [[deps.Xorg_libXrender_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "19560f30fd49f4d4efbe7002a1037f8c43d43b96"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "47e45cd78224c53109495b3e324df0c37bb61fbe"
 uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
-version = "0.9.10+4"
+version = "0.9.11+0"
 
 [[deps.Xorg_libpthread_stubs_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -1929,9 +1962,9 @@ version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
+git-tree-sha1 = "bcd466676fef0878338c61e655629fa7bbc69d8e"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.15.0+0"
+version = "1.17.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
@@ -2000,15 +2033,15 @@ version = "1.2.13+1"
 
 [[deps.Zstd_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
+git-tree-sha1 = "555d1076590a6cc2fdee2ef1469451f872d8b41b"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.5+0"
+version = "1.5.6+1"
 
 [[deps.Zygote]]
 deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "4ddb4470e47b0094c93055a3bcae799165cc68f1"
+git-tree-sha1 = "f2f85ad73ca67b5d3c94239b0fde005e0fe2d900"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.6.69"
+version = "0.6.71"
 
     [deps.Zygote.extensions]
     ZygoteColorsExt = "Colors"
@@ -2034,9 +2067,9 @@ version = "3.2.9+0"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "a68c9655fbe6dfcab3d972808f1aafec151ce3f8"
+git-tree-sha1 = "936081b536ae4aa65415d869287d43ef3cb576b2"
 uuid = "214eeab7-80f7-51ab-84ad-2988db7cef09"
-version = "0.43.0+0"
+version = "0.53.0+0"
 
 [[deps.gperf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2045,21 +2078,27 @@ uuid = "1a1c6b14-54f6-533d-8383-74cd7377aa70"
 version = "3.1.1+0"
 
 [[deps.libaom_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "3a2ea60308f0996d26f1e5354e10c24e9ef905d4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1827acba325fdcdf1d2647fc8d5301dd9ba43a9d"
 uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b"
-version = "3.4.0+0"
+version = "3.9.0+0"
 
 [[deps.libass_jll]]
-deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
+deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "e17c115d55c5fbb7e52ebedb427a0dca79d4484e"
 uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
-version = "0.15.1+0"
+version = "0.15.2+0"
 
 [[deps.libblastrampoline_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
-version = "5.8.0+1"
+version = "5.11.0+0"
+
+[[deps.libdecor_jll]]
+deps = ["Artifacts", "Dbus_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pango_jll", "Wayland_jll", "xkbcommon_jll"]
+git-tree-sha1 = "9bf7903af251d2050b467f76bdbe57ce541f7f4f"
+uuid = "1183f4f0-6f2a-5f1a-908b-139f9cdfea6f"
+version = "0.2.2+0"
 
 [[deps.libevdev_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2068,10 +2107,10 @@ uuid = "2db6ffa8-e38f-5e21-84af-90c45d0032cc"
 version = "1.11.0+0"
 
 [[deps.libfdk_aac_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8a22cf860a7d27e4f3498a0fe0811a7957badb38"
 uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
-version = "2.0.2+0"
+version = "2.0.3+0"
 
 [[deps.libinput_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "eudev_jll", "libevdev_jll", "mtdev_jll"]
@@ -2087,9 +2126,9 @@ version = "1.6.43+1"
 
 [[deps.libvorbis_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
-git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
+git-tree-sha1 = "490376214c4721cdaca654041f635213c6165cb3"
 uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
-version = "1.3.7+1"
+version = "1.3.7+2"
 
 [[deps.mtdev_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2201,6 +2240,7 @@ version = "1.4.1+1"
 # ╟─a96abf48-cacf-41f8-bb7a-3d085bdb0a62
 # ╟─a3634333-1149-4392-a7e9-350a56d67d2b
 # ╟─d15eb189-6e4d-4c70-a1cb-159e6a4eb8eb
+# ╟─5370c50b-a9b8-41dc-8cfe-1f0389df97c3
 # ╟─822d03c6-48f8-47b0-8f25-b2de45e4c589
 # ╟─edb7814a-eddf-4c87-8857-19bb0a0c0241
 # ╠═f60be2e0-9b43-46b5-96ef-7747ab56e164
diff --git a/homework/H4_Deep_Learning.jl b/homework/H4_Deep_Learning.jl
index aaa7edb..88aca17 100644
--- a/homework/H4_Deep_Learning.jl
+++ b/homework/H4_Deep_Learning.jl
@@ -1,5 +1,5 @@
 ### A Pluto.jl notebook ###
-# v0.19.40
+# v0.19.46
 
 using Markdown
 using InteractiveUtils
@@ -54,7 +54,7 @@ html"""
 """
 
 # ╔═╡ ce8fd3c2-4fe8-4408-8479-efc81f1a4147
-md"Due date: **Monday, May 20th 2024 at 23:59**"
+md"Due date: **Monday, November 18th 2024 at 23:59**"
 
 # ╔═╡ 42a8576f-d0ab-4915-864f-c1c2fd65e4e4
 md"### Student information"
@@ -135,7 +135,7 @@ Flux.@functor MyDense # Do NOT change this
 md"This allows Flux to see the parameters in your layer when calling `Flux.params`."
 
 # ╔═╡ 50b96406-d50d-418f-869d-31d9ad84a234
-# Define your model here
+model = missing # Define your model here
 
 # ╔═╡ 03cc579b-4b88-410e-8495-b64abc45de38
 md"### Interlude – Loading the Fashion-MNIST dataset
@@ -219,7 +219,7 @@ md"### Exercise 1.4 – Evaluation"
 Markdown.MD(
     Markdown.Admonition(
         "Task",
-        "Optional tasks (1 extra point)",
+        "Optional tasks (2 extra points)",
         [
             md"
            * Log the training losses and plot them
@@ -430,7 +430,7 @@ gradient(f, -1)
 
 # ╔═╡ 68ad8a8f-8d0a-49d4-b79e-53491ecffc01
 md"""# Feedback
-This is the third iteration of the *"Julia Programming for ML"* class. Please help us make the course better!
+This is the fourth iteration of the *"Julia Programming for ML"* class. Please help us make the course better!
 
 You can write whatever you want in the following string. Feel free to add or delete whatever you want.
 """
@@ -476,7 +476,7 @@ PlutoUI = "~0.7.58"
 PLUTO_MANIFEST_TOML_CONTENTS = """
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.10.2"
+julia_version = "1.10.5"
 manifest_format = "2.0"
 project_hash = "1d4cb95d1658bf42c9ed70bdca614232dce3dd11"
 
@@ -493,15 +493,40 @@ weakdeps = ["ChainRulesCore", "Test"]
 
 [[deps.AbstractPlutoDingetjes]]
 deps = ["Pkg"]
-git-tree-sha1 = "0f748c81756f2e5e6854298f11ad8b2dfae6911a"
+git-tree-sha1 = "6e1d2a35f2f90a4bc7c2ed98079b2ba09c35b83a"
 uuid = "6e696c72-6542-2067-7265-42206c756150"
-version = "1.3.0"
+version = "1.3.2"
+
+[[deps.Accessors]]
+deps = ["CompositionsBase", "ConstructionBase", "InverseFunctions", "LinearAlgebra", "MacroTools", "Markdown"]
+git-tree-sha1 = "b392ede862e506d451fc1616e79aa6f4c673dab8"
+uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"
+version = "0.1.38"
+
+    [deps.Accessors.extensions]
+    AccessorsAxisKeysExt = "AxisKeys"
+    AccessorsDatesExt = "Dates"
+    AccessorsIntervalSetsExt = "IntervalSets"
+    AccessorsStaticArraysExt = "StaticArrays"
+    AccessorsStructArraysExt = "StructArrays"
+    AccessorsTestExt = "Test"
+    AccessorsUnitfulExt = "Unitful"
+
+    [deps.Accessors.weakdeps]
+    AxisKeys = "94b1ba4f-4ee9-5380-92f1-94cde586c3c5"
+    Dates = "ade2ca70-3891-5945-98fb-dc099432e06a"
+    IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
+    Requires = "ae029012-a4dd-5104-9daa-d747884805df"
+    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
+    StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
+    Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
+    Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d"
 
 [[deps.Adapt]]
 deps = ["LinearAlgebra", "Requires"]
-git-tree-sha1 = "cea4ac3f5b4bc4b3000aa55afb6e5626518948fa"
+git-tree-sha1 = "6a55b747d1812e699320963ffde36f1ebdda4099"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "4.0.3"
+version = "4.0.4"
 weakdeps = ["StaticArrays"]
 
     [deps.Adapt.extensions]
@@ -533,21 +558,22 @@ version = "0.3.5"
 
 [[deps.BFloat16s]]
 deps = ["LinearAlgebra", "Printf", "Random", "Test"]
-git-tree-sha1 = "dbf84058d0a8cbbadee18d25cf606934b22d7c66"
+git-tree-sha1 = "2c7cc21e8678eff479978a0a2ef5ce2f51b63dff"
 uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
-version = "0.4.2"
+version = "0.5.0"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
-git-tree-sha1 = "7aa7ad1682f3d5754e3491bb59b8103cae28e3a3"
+deps = ["Accessors", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires"]
+git-tree-sha1 = "e2144b631226d9eeab2d746ca8880b7ccff504ae"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.40"
+version = "0.4.3"
 
     [deps.BangBang.extensions]
     BangBangChainRulesCoreExt = "ChainRulesCore"
     BangBangDataFramesExt = "DataFrames"
     BangBangStaticArraysExt = "StaticArrays"
     BangBangStructArraysExt = "StructArrays"
+    BangBangTablesExt = "Tables"
     BangBangTypedTablesExt = "TypedTables"
 
     [deps.BangBang.weakdeps]
@@ -555,6 +581,7 @@ version = "0.3.40"
     DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
     StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
     StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
+    Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
     TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9"
 
 [[deps.Base64]]
@@ -566,14 +593,14 @@ uuid = "9718e550-a3fa-408a-8086-8db961cd8217"
 version = "0.1.1"
 
 [[deps.BitFlags]]
-git-tree-sha1 = "2dc09997850d68179b69dafb58ae806167a32b1b"
+git-tree-sha1 = "0691e34b3bb8be9307330f88d1a3c3f25466c24d"
 uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.BufferedStreams]]
-git-tree-sha1 = "4ae47f9a4b1dc19897d3743ff13685925c5202ec"
+git-tree-sha1 = "6863c5b7fc997eadcabdbaf6c5f201dc30032643"
 uuid = "e1450e63-4bb3-523b-b2a4-4ffa8c0fd77d"
-version = "1.2.1"
+version = "1.2.2"
 
 [[deps.Bzip2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -588,27 +615,27 @@ version = "0.5.0"
 
 [[deps.CSV]]
 deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
-git-tree-sha1 = "a44910ceb69b0d44fe262dd451ab11ead3ed0be8"
+git-tree-sha1 = "6c834533dc1fabd820c1db03c839bf97e45a3fab"
 uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
-version = "0.10.13"
+version = "0.10.14"
 
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "a4c43f59baa34011e303e76f5c8c91bf58415aaf"
+git-tree-sha1 = "a2f1c8c668c8e3cb4cca4e57a8efdb09067bb3fd"
 uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
-version = "1.18.0+1"
+version = "1.18.0+2"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"]
-git-tree-sha1 = "4e42872be98fa3343c4f8458cbda8c5c6a6fa97c"
+git-tree-sha1 = "be227d253d132a6d57f9ccf5f67c0fb6488afd87"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.63.0"
+version = "1.71.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra"]
-git-tree-sha1 = "575cd02e080939a33b6df6c5853d14924c08e35b"
+git-tree-sha1 = "3e4b134270b372f2ed4d4d0e936aabaefc1802bc"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.23.0"
+version = "1.25.0"
 weakdeps = ["SparseArrays"]
 
     [deps.ChainRulesCore.extensions]
@@ -628,27 +655,27 @@ version = "0.10.4+0"
 
 [[deps.CodeTracking]]
 deps = ["InteractiveUtils", "UUIDs"]
-git-tree-sha1 = "c0216e792f518b39b22212127d4a84dc31e4e386"
+git-tree-sha1 = "7eee164f122511d3e4e1ebadb7956939ea7e1c77"
 uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2"
-version = "1.3.5"
+version = "1.3.6"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "59939d8a997469ee05c4b4944560a820f9ba0d73"
+git-tree-sha1 = "bce6804e5e6044c6daab27bb533d1295e4a2e759"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.4"
+version = "0.7.6"
 
 [[deps.ColorSchemes]]
 deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
-git-tree-sha1 = "67c1f244b991cad9b0aa4b7540fb758c2488b129"
+git-tree-sha1 = "b5278586822443594ff615963b0c09755771b3e0"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.24.0"
+version = "3.26.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
-git-tree-sha1 = "eb7f0f8307f71fac7c606984ea5fb2817275d6e4"
+git-tree-sha1 = "b10d0b65641d57b8b4d5e234446582de5047050d"
 uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
-version = "0.11.4"
+version = "0.11.5"
 
 [[deps.ColorVectorSpace]]
 deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"]
@@ -662,21 +689,21 @@ weakdeps = ["SpecialFunctions"]
 
 [[deps.Colors]]
 deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
-git-tree-sha1 = "fc08e5930ee9a4e03f84bfb5211cb54e7769758a"
+git-tree-sha1 = "362a287c3aa50601b0bc359053d5c2468f0e7ce0"
 uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
-version = "0.12.10"
+version = "0.12.11"
 
 [[deps.CommonSubexpressions]]
-deps = ["MacroTools", "Test"]
-git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
+deps = ["MacroTools"]
+git-tree-sha1 = "cda2cfaebb4be89c9084adaca7dd7333369715c5"
 uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
-version = "0.3.0"
+version = "0.3.1"
 
 [[deps.Compat]]
 deps = ["TOML", "UUIDs"]
-git-tree-sha1 = "c955881e3c981181362ae4088b35995446298b80"
+git-tree-sha1 = "8ae8d32e09f0dcf42a36b90d4e17f5dd2e4c4215"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.14.0"
+version = "4.16.0"
 weakdeps = ["Dates", "LinearAlgebra"]
 
     [deps.Compat.extensions]
@@ -685,37 +712,36 @@ weakdeps = ["Dates", "LinearAlgebra"]
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "1.1.0+0"
+version = "1.1.1+0"
 
 [[deps.CompositionsBase]]
 git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
 version = "0.1.2"
+weakdeps = ["InverseFunctions"]
 
     [deps.CompositionsBase.extensions]
     CompositionsBaseInverseFunctionsExt = "InverseFunctions"
 
-    [deps.CompositionsBase.weakdeps]
-    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
-
 [[deps.ConcurrentUtilities]]
 deps = ["Serialization", "Sockets"]
-git-tree-sha1 = "6cbbd4d241d7e6579ab354737f4dd95ca43946e1"
+git-tree-sha1 = "ea32b83ca4fefa1768dc84e504cc0a94fb1ab8d1"
 uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
-version = "2.4.1"
+version = "2.4.2"
 
 [[deps.ConstructionBase]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "260fd2400ed2dab602a7c15cf10c1933c59930a2"
+git-tree-sha1 = "76219f1ed5771adbb096743bff43fb5fdd4c1157"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.5.5"
+version = "1.5.8"
 
     [deps.ConstructionBase.extensions]
     ConstructionBaseIntervalSetsExt = "IntervalSets"
+    ConstructionBaseLinearAlgebraExt = "LinearAlgebra"
     ConstructionBaseStaticArraysExt = "StaticArrays"
 
     [deps.ConstructionBase.weakdeps]
     IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
+    LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
     StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
 
 [[deps.ContextVariablesX]]
@@ -725,9 +751,9 @@ uuid = "6add18c4-b38d-439d-96f6-d6bc489c04c5"
 version = "0.1.3"
 
 [[deps.Contour]]
-git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
+git-tree-sha1 = "439e35b0b36e2e5881738abc8857bd92ad6ff9a8"
 uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
-version = "0.6.2"
+version = "0.6.3"
 
 [[deps.Crayons]]
 git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
@@ -746,16 +772,16 @@ uuid = "124859b0-ceae-595e-8997-d05f6a7a8dfe"
 version = "0.7.13"
 
 [[deps.DataFrames]]
-deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
-git-tree-sha1 = "04c738083f29f86e62c8afc341f0967d8717bdb8"
+deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
+git-tree-sha1 = "fb61b4812c49343d7ef0b533ba982c46021938a6"
 uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
-version = "1.6.1"
+version = "1.7.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "0f4b5d62a88d8f59003e43c25a8a90de9eb76317"
+git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.18"
+version = "0.18.20"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -766,6 +792,12 @@ version = "1.0.0"
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
 
+[[deps.Dbus_jll]]
+deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "fc173b380865f70627d7dd1190dc2fce6cc105af"
+uuid = "ee1fde0b-3d02-5ea6-8484-8dfef6360eab"
+version = "1.14.10+0"
+
 [[deps.DefineSingletons]]
 git-tree-sha1 = "0fba8b706d0178b4dc7fd44a96a92382c9065c2c"
 uuid = "244e2a9f-e319-4986-a169-4d1fe445cd52"
@@ -818,15 +850,15 @@ version = "0.1.10"
 
 [[deps.Expat_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
+git-tree-sha1 = "1c6317308b9dc757616f0b5cb379db10494443a7"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.5.0+0"
+version = "2.6.2+0"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
-git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8"
+git-tree-sha1 = "53ebe7511fa11d33bec688a9178fac4e49eeee00"
 uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.FFMPEG_jll]]
 deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "PCRE2_jll", "Pkg", "Zlib_jll", "libaom_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
@@ -836,9 +868,9 @@ version = "4.4.2+2"
 
 [[deps.FLoops]]
 deps = ["BangBang", "Compat", "FLoopsBase", "InitialValues", "JuliaVariables", "MLStyle", "Serialization", "Setfield", "Transducers"]
-git-tree-sha1 = "ffb97765602e3cbe59a0589d237bf07f245a8576"
+git-tree-sha1 = "0a2e5873e9a5f54abb06418d57a8df689336a660"
 uuid = "cc61a311-1640-44b5-9fba-1b764f453329"
-version = "0.2.1"
+version = "0.2.2"
 
 [[deps.FLoopsBase]]
 deps = ["ContextVariablesX"]
@@ -853,19 +885,24 @@ uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
 version = "1.16.3"
 
 [[deps.FilePathsBase]]
-deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"]
-git-tree-sha1 = "9f00e42f8d99fdde64d40c8ea5d14269a2e2c1aa"
+deps = ["Compat", "Dates"]
+git-tree-sha1 = "7878ff7172a8e6beedd1dea14bd27c3c6340d361"
 uuid = "48062228-2e41-5def-b9a4-89aafe57970f"
-version = "0.9.21"
+version = "0.9.22"
+weakdeps = ["Mmap", "Test"]
+
+    [deps.FilePathsBase.extensions]
+    FilePathsBaseMmapExt = "Mmap"
+    FilePathsBaseTestExt = "Test"
 
 [[deps.FileWatching]]
 uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
 
 [[deps.FillArrays]]
-deps = ["LinearAlgebra", "Random"]
-git-tree-sha1 = "5b93957f6dcd33fc343044af3d48c215be2562f1"
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "6a70198746448456524cb442b8af316927ff3e1a"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.9.3"
+version = "1.13.0"
 
     [deps.FillArrays.extensions]
     FillArraysPDMatsExt = "PDMats"
@@ -879,38 +916,44 @@ version = "1.9.3"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
-git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc"
+git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172"
 uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
-version = "0.8.4"
+version = "0.8.5"
 
 [[deps.Flux]]
-deps = ["Adapt", "ChainRulesCore", "Compat", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"]
-git-tree-sha1 = "502d0232ec6430d40b6e5b57637333f32192592e"
+deps = ["Adapt", "ChainRulesCore", "Compat", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "Setfield", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"]
+git-tree-sha1 = "d7d0a182089d9d3ff0cd0b761d21020fea2b1035"
 uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c"
-version = "0.14.14"
+version = "0.14.20"
 
     [deps.Flux.extensions]
     FluxAMDGPUExt = "AMDGPU"
     FluxCUDAExt = "CUDA"
     FluxCUDAcuDNNExt = ["CUDA", "cuDNN"]
+    FluxEnzymeExt = "Enzyme"
+    FluxMPIExt = "MPI"
+    FluxMPINCCLExt = ["CUDA", "MPI", "NCCL"]
     FluxMetalExt = "Metal"
 
     [deps.Flux.weakdeps]
     AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
     CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+    Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
+    MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195"
     Metal = "dde4c033-4e86-420c-a63e-0dd931031962"
+    NCCL = "3fe64909-d7a1-4096-9b7d-7a0f12cf0f6b"
     cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
 
 [[deps.Fontconfig_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "21efd19106a55620a188615da6d3d06cd7f6ee03"
+deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Zlib_jll"]
+git-tree-sha1 = "db16beca600632c95fc8aca29890d83788dd8b23"
 uuid = "a3f928ae-7b40-5064-980b-68af3947d34b"
-version = "2.13.93+0"
+version = "2.13.96+0"
 
 [[deps.Format]]
-git-tree-sha1 = "f3cf88025f6d03c194d73f5d13fee9004a108329"
+git-tree-sha1 = "9c68794ef81b08086aeb32eeaf33531668d5f5fc"
 uuid = "1fa38f19-a742-5d3f-a2b9-30dd87b9d5f8"
-version = "1.3.6"
+version = "1.3.7"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
@@ -924,37 +967,37 @@ weakdeps = ["StaticArrays"]
 
 [[deps.FreeType2_jll]]
 deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
-git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
+git-tree-sha1 = "5c1d8ae0efc6c2e7b1fc502cbe25def8f661b7bc"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.13.1+0"
+version = "2.13.2+0"
 
 [[deps.FriBidi_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "aa31987c2ba8704e23c6c8ba8a4f769d5d7e4f91"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1ed150b39aebcc805c26b93a8d0122c940f64ce2"
 uuid = "559328eb-81f9-559d-9380-de523a88c83c"
-version = "1.0.10+0"
+version = "1.0.14+0"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "8ae30e786837ce0a24f5e2186938bf3251ab94b2"
+git-tree-sha1 = "64d8e93700c7a3f28f717d265382d52fac9fa1c1"
 uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
-version = "0.4.8"
+version = "0.4.12"
 
 [[deps.Future]]
 deps = ["Random"]
 uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
 
 [[deps.GLFW_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll"]
-git-tree-sha1 = "ff38ba61beff76b8f4acad8ab0c97ef73bb670cb"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll", "libdecor_jll", "xkbcommon_jll"]
+git-tree-sha1 = "532f9126ad901533af1d4f5c198867227a7bb077"
 uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89"
-version = "3.3.9+0"
+version = "3.4.0+1"
 
 [[deps.GPUArrays]]
 deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
-git-tree-sha1 = "47e4686ec18a9620850bad110b79966132f14283"
+git-tree-sha1 = "62ee71528cca49be797076a76bdc654a170a523e"
 uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "10.0.2"
+version = "10.3.1"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
@@ -994,9 +1037,9 @@ version = "9.55.0+4"
 
 [[deps.Glib_jll]]
 deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"]
-git-tree-sha1 = "359a1ba2e320790ddbe4ee8b4d54a305c0ea2aff"
+git-tree-sha1 = "7c82e6a6cd34e9d935e9aa4051b66c6ff3af59ba"
 uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.80.0+0"
+version = "2.80.2+0"
 
 [[deps.Glob]]
 git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496"
@@ -1016,9 +1059,9 @@ version = "1.0.2"
 
 [[deps.HDF5]]
 deps = ["Compat", "HDF5_jll", "Libdl", "MPIPreferences", "Mmap", "Preferences", "Printf", "Random", "Requires", "UUIDs"]
-git-tree-sha1 = "26407bd1c60129062cec9da63dc7d08251544d53"
+git-tree-sha1 = "e856eef26cf5bf2b0f95f8f4fc37553c72c8641c"
 uuid = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f"
-version = "0.17.1"
+version = "0.17.2"
 
     [deps.HDF5.extensions]
     MPIExt = "MPI"
@@ -1034,15 +1077,15 @@ version = "1.12.2+2"
 
 [[deps.HTTP]]
 deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "995f762e0182ebc50548c434c171a5bb6635f8e4"
+git-tree-sha1 = "d1d712be3164d61d1fb98e7ce9bcbc6cc06b45ed"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.10.4"
+version = "1.10.8"
 
 [[deps.HarfBuzz_jll]]
-deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
-git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3"
+deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll"]
+git-tree-sha1 = "401e4f3f30f43af2c8478fc008da50096ea5240f"
 uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
-version = "2.8.1+1"
+version = "8.3.1+0"
 
 [[deps.Hyperscript]]
 deps = ["Test"]
@@ -1058,15 +1101,15 @@ version = "0.9.5"
 
 [[deps.IOCapture]]
 deps = ["Logging", "Random"]
-git-tree-sha1 = "8b72179abc660bfab5e28472e019392b97d0985c"
+git-tree-sha1 = "b6d6bfdd7ce25b0f9b2f6b3dd56b2673a66c8770"
 uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
-version = "0.2.4"
+version = "0.2.5"
 
 [[deps.IRTools]]
-deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "5d8c5713f38f7bc029e26627b687710ba406d0dd"
+deps = ["InteractiveUtils", "MacroTools"]
+git-tree-sha1 = "950c3717af761bc3ff906c2e8e52bd83390b6ec2"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.12"
+version = "0.4.14"
 
 [[deps.ImageBase]]
 deps = ["ImageCore", "Reexport"]
@@ -1104,10 +1147,17 @@ uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c"
 version = "0.3.1"
 
 [[deps.InlineStrings]]
-deps = ["Parsers"]
-git-tree-sha1 = "9cc2baf75c6d09f9da536ddf58eb2f29dedaf461"
+git-tree-sha1 = "45521d31238e87ee9f9732561bfee12d4eebd52d"
 uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48"
-version = "1.4.0"
+version = "1.4.2"
+
+    [deps.InlineStrings.extensions]
+    ArrowTypesExt = "ArrowTypes"
+    ParsersExt = "Parsers"
+
+    [deps.InlineStrings.weakdeps]
+    ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"
+    Parsers = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -1119,6 +1169,16 @@ git-tree-sha1 = "eb05b5625bc5d821b8075a77e4c421933e20c76b"
 uuid = "7d512f48-7fb1-5a58-b986-67e6dc259f01"
 version = "0.7.0"
 
+[[deps.InverseFunctions]]
+git-tree-sha1 = "a779299d77cd080bf77b97535acecd73e1c5e5cb"
+uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
+version = "0.1.17"
+weakdeps = ["Dates", "Test"]
+
+    [deps.InverseFunctions.extensions]
+    InverseFunctionsDatesExt = "Dates"
+    InverseFunctionsTestExt = "Test"
+
 [[deps.InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
@@ -1135,22 +1195,22 @@ uuid = "82899510-4779-5014-852e-03e436cf321d"
 version = "1.0.0"
 
 [[deps.JLD2]]
-deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "PrecompileTools", "Printf", "Reexport", "Requires", "TranscodingStreams", "UUIDs"]
-git-tree-sha1 = "5ea6acdd53a51d897672edb694e3cc2912f3f8a7"
+deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "PrecompileTools", "Requires", "TranscodingStreams"]
+git-tree-sha1 = "9b8b3233d4a611a68f6cbcba96049c8d6fd3de73"
 uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
-version = "0.4.46"
+version = "0.5.4"
 
 [[deps.JLFzf]]
 deps = ["Pipe", "REPL", "Random", "fzf_jll"]
-git-tree-sha1 = "a53ebe394b71470c7f97c2e7e170d51df21b17af"
+git-tree-sha1 = "39d64b09147620f5ffbf6b2d3255be3c901bec63"
 uuid = "1019f520-868f-41f5-a6de-eb00f4b6a39c"
-version = "0.1.7"
+version = "0.1.8"
 
 [[deps.JLLWrappers]]
 deps = ["Artifacts", "Preferences"]
-git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca"
+git-tree-sha1 = "f389674c99bfcde17dc57454011aa44d5a260a40"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
@@ -1172,15 +1232,15 @@ version = "1.14.0"
 
 [[deps.JpegTurbo_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "3336abae9a713d2210bb57ab484b1e065edd7d23"
+git-tree-sha1 = "25ee0be4d43d0269027024d75a24c24d6c6e590c"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "3.0.2+0"
+version = "3.0.4+0"
 
 [[deps.JuliaInterpreter]]
 deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
-git-tree-sha1 = "7b762d81887160169ddfc93a47e5fd7a6a3e78ef"
+git-tree-sha1 = "2984284a8abcfcc4784d95a9e2ea4e352dd8ede7"
 uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a"
-version = "0.9.29"
+version = "0.9.36"
 
 [[deps.JuliaVariables]]
 deps = ["MLStyle", "NameResolution"]
@@ -1189,22 +1249,26 @@ uuid = "b14d175d-62b4-44ba-8fb7-3064adc8c3ec"
 version = "0.2.4"
 
 [[deps.KernelAbstractions]]
-deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "ed7167240f40e62d97c1f5f7735dea6de3cc5c49"
+deps = ["Adapt", "Atomix", "InteractiveUtils", "MacroTools", "PrecompileTools", "Requires", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "5126765c5847f74758c411c994312052eb7117ef"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.18"
+version = "0.9.27"
 
     [deps.KernelAbstractions.extensions]
     EnzymeExt = "EnzymeCore"
+    LinearAlgebraExt = "LinearAlgebra"
+    SparseArraysExt = "SparseArrays"
 
     [deps.KernelAbstractions.weakdeps]
     EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
+    LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
+    SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.LAME_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6250b16881adf048549549fba48b1161acdac8c"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "170b660facf5df5de098d866564877e119141cbd"
 uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d"
-version = "3.100.1+0"
+version = "3.100.2+0"
 
 [[deps.LERC_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1214,9 +1278,9 @@ version = "3.0.0+1"
 
 [[deps.LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Requires", "Unicode"]
-git-tree-sha1 = "7c6650580b4c3169d9905858160db895bff6d2e2"
+git-tree-sha1 = "4ad43cb0a4bb5e5b1506e1d1f48646d7e0c80363"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "6.6.1"
+version = "9.1.2"
 weakdeps = ["BFloat16s"]
 
     [deps.LLVM.extensions]
@@ -1224,21 +1288,21 @@ weakdeps = ["BFloat16s"]
 
 [[deps.LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "88b916503aac4fb7f701bb625cd84ca5dd1677bc"
+git-tree-sha1 = "05a8bd5a42309a9ec82f700876903abce1017dd3"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.29+0"
+version = "0.0.34+0"
 
 [[deps.LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "d986ce2d884d49126836ea94ed5bfb0f12679713"
+git-tree-sha1 = "78211fb6cbc872f77cad3fc0b6cf647d923f4929"
 uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
-version = "15.0.7+0"
+version = "18.1.7+0"
 
 [[deps.LZO_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e5b909bcf985c5e2605737d2ce278ed791b89be6"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "854a9c268c43b77b0a27f22d7fab8d33cdb3a731"
 uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac"
-version = "2.10.1+0"
+version = "2.10.2+1"
 
 [[deps.LaTeXStrings]]
 git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec"
@@ -1247,16 +1311,18 @@ version = "1.3.1"
 
 [[deps.Latexify]]
 deps = ["Format", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Requires"]
-git-tree-sha1 = "cad560042a7cc108f5a4c24ea1431a9221f22c1b"
+git-tree-sha1 = "ce5f5621cac23a86011836badfedf664a612cee4"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.16.2"
+version = "0.16.5"
 
     [deps.Latexify.extensions]
     DataFramesExt = "DataFrames"
+    SparseArraysExt = "SparseArrays"
     SymEngineExt = "SymEngine"
 
     [deps.Latexify.weakdeps]
     DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+    SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
     SymEngine = "123dc426-2d89-5057-bbad-38513e3affd8"
 
 [[deps.LazyArtifacts]]
@@ -1302,10 +1368,10 @@ uuid = "e9f186c6-92d2-5b65-8a66-fee21dc1b490"
 version = "3.2.2+1"
 
 [[deps.Libgcrypt_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll", "Pkg"]
-git-tree-sha1 = "64613c82a59c120435c067c2b809fc61cf5166ae"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll"]
+git-tree-sha1 = "9fd170c4bbfd8b935fdc5f8b7aa33532c991a673"
 uuid = "d4300ac3-e22c-5743-9152-c294e39db1e4"
-version = "1.8.7+0"
+version = "1.8.11+0"
 
 [[deps.Libglvnd_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll", "Xorg_libXext_jll"]
@@ -1314,10 +1380,10 @@ uuid = "7e76a0d4-f3c7-5321-8279-8d96eeed0f29"
 version = "1.6.0+0"
 
 [[deps.Libgpg_error_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "c333716e46366857753e273ce6a69ee0945a6db9"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "fbb1f2bef882392312feb1ede3615ddc1e9b99ed"
 uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8"
-version = "1.42.0+0"
+version = "1.49.0+0"
 
 [[deps.Libiconv_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -1327,9 +1393,9 @@ version = "1.17.0+0"
 
 [[deps.Libmount_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "dae976433497a2f841baadea93d27e68f1a12a97"
+git-tree-sha1 = "0c4f9c4f1a50d8f35048fa0532dabbadf702f81e"
 uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9"
-version = "2.39.3+0"
+version = "2.40.1+0"
 
 [[deps.Libtiff_jll]]
 deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "Pkg", "Zlib_jll", "Zstd_jll"]
@@ -1339,9 +1405,9 @@ version = "4.4.0+0"
 
 [[deps.Libuuid_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "0a04a1318df1bf510beb2562cf90fb0c386f58c4"
+git-tree-sha1 = "5ee6203157c120d79034c748a2acba45b82b8807"
 uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
-version = "2.39.3+1"
+version = "2.40.1+0"
 
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
@@ -1355,9 +1421,9 @@ version = "2.12.0+0"
 
 [[deps.LogExpFunctions]]
 deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "18144f3e9cbe9b15b070288eef858f71b291ce37"
+git-tree-sha1 = "a2d09619db4e765091ee5c6ffe8872849de0feea"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.27"
+version = "0.3.28"
 
     [deps.LogExpFunctions.extensions]
     LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
@@ -1380,15 +1446,15 @@ version = "1.0.3"
 
 [[deps.LoweredCodeUtils]]
 deps = ["JuliaInterpreter"]
-git-tree-sha1 = "31e27f0b0bf0df3e3e951bfcc43fe8c730a219f6"
+git-tree-sha1 = "c2b5e92eaf5101404a58ce9c6083d595472361d6"
 uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b"
-version = "2.4.5"
+version = "3.0.2"
 
 [[deps.MAT]]
 deps = ["BufferedStreams", "CodecZlib", "HDF5", "SparseArrays"]
-git-tree-sha1 = "ed1cf0a322d78cee07718bed5fd945e2218c35a1"
+git-tree-sha1 = "1d2dd9b186742b0f317f2530ddcbf00eebb18e96"
 uuid = "23992714-dd62-5051-b70f-ba57cb901cac"
-version = "0.10.6"
+version = "0.10.7"
 
 [[deps.MIMEs]]
 git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb"
@@ -1397,9 +1463,9 @@ version = "0.1.4"
 
 [[deps.MLDatasets]]
 deps = ["CSV", "Chemfiles", "DataDeps", "DataFrames", "DelimitedFiles", "FileIO", "FixedPointNumbers", "GZip", "Glob", "HDF5", "ImageShow", "JLD2", "JSON3", "LazyModules", "MAT", "MLUtils", "NPZ", "Pickle", "Printf", "Requires", "SparseArrays", "Statistics", "Tables"]
-git-tree-sha1 = "aab72207b3c687086a400be710650a57494992bd"
+git-tree-sha1 = "361c2692ee730944764945859f1a6b31072e275d"
 uuid = "eb30cadb-4394-5ae3-aed4-317e484a6458"
-version = "0.7.14"
+version = "0.7.18"
 
 [[deps.MLStyle]]
 git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8"
@@ -1414,9 +1480,9 @@ version = "0.4.4"
 
 [[deps.MPIPreferences]]
 deps = ["Libdl", "Preferences"]
-git-tree-sha1 = "8f6af051b9e8ec597fa09d8885ed79fd582f33c9"
+git-tree-sha1 = "c105fe467859e7f6e9a852cb15cb4301126fac07"
 uuid = "3da0fdf6-3ccc-4f1b-acd9-58baa6c99267"
-version = "0.1.10"
+version = "0.1.11"
 
 [[deps.MacroTools]]
 deps = ["Markdown", "Random"]
@@ -1450,16 +1516,16 @@ uuid = "442fdcdd-2543-5da2-b0f3-8c86c306513e"
 version = "0.3.2"
 
 [[deps.MicroCollections]]
-deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
+deps = ["Accessors", "BangBang", "InitialValues"]
+git-tree-sha1 = "44d32db644e84c75dab479f1bc15ee76a1a3618f"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.4"
+version = "0.2.0"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
-git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272"
+git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d"
 uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
-version = "1.1.0"
+version = "1.2.0"
 
 [[deps.Mmap]]
 uuid = "a63ad114-7e13-5084-954f-fe012c677804"
@@ -1475,21 +1541,25 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 version = "2023.1.10"
 
 [[deps.NNlib]]
-deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "877f15c331337d54cf24c797d5bcb2e48ce21221"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Random", "Statistics"]
+git-tree-sha1 = "da09a1e112fd75f9af2a5229323f01b56ec96a4c"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.9.12"
+version = "0.9.24"
 
     [deps.NNlib.extensions]
     NNlibAMDGPUExt = "AMDGPU"
     NNlibCUDACUDNNExt = ["CUDA", "cuDNN"]
     NNlibCUDAExt = "CUDA"
     NNlibEnzymeCoreExt = "EnzymeCore"
+    NNlibFFTWExt = "FFTW"
+    NNlibForwardDiffExt = "ForwardDiff"
 
     [deps.NNlib.weakdeps]
     AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
     CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
     EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
+    FFTW = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
+    ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
     cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
 
 [[deps.NPZ]]
@@ -1515,9 +1585,9 @@ uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
 version = "1.2.0"
 
 [[deps.OffsetArrays]]
-git-tree-sha1 = "6a731f2b5c03157418a20c12195eb4b74c8f8621"
+git-tree-sha1 = "1a27764e945a152f7ca7efa04de513d473e9542e"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.13.0"
+version = "1.14.1"
 weakdeps = ["Adapt"]
 
     [deps.OffsetArrays.extensions]
@@ -1553,15 +1623,15 @@ version = "0.8.1+2"
 
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "af81a32750ebc831ee28bdaaba6e1067decef51e"
+git-tree-sha1 = "38cb508d080d21dc1128f7fb04f20387ed4c0af4"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.4.2"
+version = "1.4.3"
 
 [[deps.OpenSSL_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "a12e56c72edee3ce6b96667745e6cbbe5498f200"
+git-tree-sha1 = "ad31332567b189f508a3ea8957a2640b1147ab00"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.23+0"
+version = "1.1.23+1"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -1571,15 +1641,15 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "264b061c1903bc0fe9be77cb9050ebacff66bb63"
+git-tree-sha1 = "6572fe0c5b74431aaeb0b18a4aa5ef03c84678be"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.3.2"
+version = "0.3.3"
 
 [[deps.Opus_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "51a08fb14ec28da2ec7a927c4337e4332c2a4720"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6703a85cb3781bd5909d48730a67205f3f31a575"
 uuid = "91d4177d-7536-5919-b921-800302f37372"
-version = "1.3.2+0"
+version = "1.3.3+0"
 
 [[deps.OrderedCollections]]
 git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5"
@@ -1591,12 +1661,24 @@ deps = ["Artifacts", "Libdl"]
 uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
 version = "10.42.0+1"
 
+[[deps.PackageExtensionCompat]]
+git-tree-sha1 = "fb28e33b8a95c4cee25ce296c817d89cc2e53518"
+uuid = "65ce6f38-6b18-4e1d-a461-8949797d7930"
+version = "1.0.2"
+weakdeps = ["Requires", "TOML"]
+
 [[deps.PaddedViews]]
 deps = ["OffsetArrays"]
 git-tree-sha1 = "0fac6313486baae819364c52b4f483450a9d793f"
 uuid = "5432bcbf-9aad-5242-b902-cca2824c8663"
 version = "0.5.12"
 
+[[deps.Pango_jll]]
+deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "FriBidi_jll", "Glib_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e127b609fb9ecba6f201ba7ab753d5a605d53801"
+uuid = "36c8627f-9965-5494-a995-c6b170f724f3"
+version = "1.54.1+0"
+
 [[deps.Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
 git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821"
@@ -1610,10 +1692,10 @@ uuid = "7b2266bf-644c-5ea3-82d8-af4bbd25a884"
 version = "1.2.1"
 
 [[deps.Pickle]]
-deps = ["BFloat16s", "DataStructures", "InternedStrings", "Serialization", "SparseArrays", "Strided", "StringEncodings", "ZipFile"]
-git-tree-sha1 = "2e71d7dbcab8dc47306c0ed6ac6018fbc1a7070f"
+deps = ["BFloat16s", "DataStructures", "InternedStrings", "Mmap", "Serialization", "SparseArrays", "StridedViews", "StringEncodings", "ZipFile"]
+git-tree-sha1 = "e99da19b86b7e1547b423fc1721b260cfbe83acb"
 uuid = "fbb45041-c46e-462f-888f-7c521cafbc2c"
-version = "0.3.3"
+version = "0.3.5"
 
 [[deps.Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1622,9 +1704,9 @@ version = "1.3.0"
 
 [[deps.Pixman_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
-git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
+git-tree-sha1 = "35621f10a7531bc8fa58f74610b1bfb70a3cfc6b"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.42.2+0"
+version = "0.43.4+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -1633,9 +1715,9 @@ version = "1.10.0"
 
 [[deps.PlotThemes]]
 deps = ["PlotUtils", "Statistics"]
-git-tree-sha1 = "1f03a2d339f42dca4a4da149c7e15e9b896ad899"
+git-tree-sha1 = "6e55c6841ce3411ccb3457ee52fc48cb698d6fb0"
 uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
-version = "3.1.0"
+version = "3.2.0"
 
 [[deps.PlotUtils]]
 deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
@@ -1644,10 +1726,10 @@ uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
 version = "1.4.1"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
-git-tree-sha1 = "3c403c6590dd93b36752634115e20137e79ab4df"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "TOML", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "f202a1ca4f6e165238d8175df63a7e26a51e04dc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.40.2"
+version = "1.40.7"
 
     [deps.Plots.extensions]
     FileIOExt = "FileIO"
@@ -1677,15 +1759,15 @@ version = "0.1.6"
 
 [[deps.PlutoTeachingTools]]
 deps = ["Downloads", "HypertextLiteral", "LaTeXStrings", "Latexify", "Markdown", "PlutoLinks", "PlutoUI", "Random"]
-git-tree-sha1 = "89f57f710cc121a7f32473791af3d6beefc59051"
+git-tree-sha1 = "5d9ab1a4faf25a62bb9d07ef0003396ac258ef1c"
 uuid = "661c6b06-c737-4d37-b85c-46df65de6f69"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.PlutoUI]]
 deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"]
-git-tree-sha1 = "71a22244e352aa8c5f0f2adde4150f62368a3f2e"
+git-tree-sha1 = "eba4810d5e6a01f612b948c9fa94f905b49087b0"
 uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
-version = "0.7.58"
+version = "0.7.60"
 
 [[deps.PooledArrays]]
 deps = ["DataAPI", "Future"]
@@ -1712,9 +1794,9 @@ version = "0.2.0"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "88b895d13d53b5577fd53379d913b9ab9ac82660"
+git-tree-sha1 = "1101cd475833706e4d0e7b122218257178f48f34"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.3.1"
+version = "2.4.0"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1776,10 +1858,10 @@ uuid = "ae029012-a4dd-5104-9daa-d747884805df"
 version = "1.3.0"
 
 [[deps.Revise]]
-deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Pkg", "REPL", "Requires", "UUIDs", "Unicode"]
-git-tree-sha1 = "12aa2d7593df490c407a3bbd8b86b8b515017f3e"
+deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "REPL", "Requires", "UUIDs", "Unicode"]
+git-tree-sha1 = "0a20a01fbb3a9531f3325a94b6dcf95c404a1658"
 uuid = "295af30f-e4ad-537b-8983-00126c2a3abe"
-version = "3.5.14"
+version = "3.6.0"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1793,9 +1875,9 @@ version = "1.2.1"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "0e7508ff27ba32f26cd459474ca2ede1bc10991f"
+git-tree-sha1 = "ff11acffdb082493657550959d4feb4b6149e73a"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.4.1"
+version = "1.4.5"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1818,9 +1900,9 @@ uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f"
 version = "1.0.3"
 
 [[deps.SimpleBufferStream]]
-git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1"
+git-tree-sha1 = "f305871d2f381d21527c770d4788c06c097c9bc1"
 uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7"
-version = "1.1.0"
+version = "1.2.0"
 
 [[deps.SimpleTraits]]
 deps = ["InteractiveUtils", "MacroTools"]
@@ -1850,9 +1932,9 @@ version = "0.1.2"
 
 [[deps.SpecialFunctions]]
 deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "e2cfc4012a19088254b3950b85c3c1d8882d864d"
+git-tree-sha1 = "2f5d4697f21388cbe1ff299430dd169ef97d7e14"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.3.1"
+version = "2.4.0"
 weakdeps = ["ChainRulesCore"]
 
     [deps.SpecialFunctions.extensions]
@@ -1872,9 +1954,9 @@ version = "0.1.1"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"]
-git-tree-sha1 = "bf074c045d3d5ffd956fa0a461da38a44685d6b2"
+git-tree-sha1 = "eeafab08ae20c62c44c8399ccb9354a04b80db50"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.9.3"
+version = "1.9.7"
 weakdeps = ["ChainRulesCore", "Statistics"]
 
     [deps.StaticArrays.extensions]
@@ -1882,9 +1964,9 @@ weakdeps = ["ChainRulesCore", "Statistics"]
     StaticArraysStatisticsExt = "Statistics"
 
 [[deps.StaticArraysCore]]
-git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d"
+git-tree-sha1 = "192954ef1208c7019899fbf8049e717f92959682"
 uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
-version = "1.4.2"
+version = "1.4.3"
 
 [[deps.Statistics]]
 deps = ["LinearAlgebra", "SparseArrays"]
@@ -1899,15 +1981,21 @@ version = "1.7.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "1d77abd07f617c4868c33d4f5b9e1dbb2643c9cf"
+git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.34.2"
+version = "0.34.3"
 
-[[deps.Strided]]
-deps = ["LinearAlgebra", "TupleTools"]
-git-tree-sha1 = "a7a664c91104329c88222aa20264e1a05b6ad138"
-uuid = "5e0ebb24-38b0-5f93-81fe-25c709ecae67"
-version = "1.2.3"
+[[deps.StridedViews]]
+deps = ["LinearAlgebra", "PackageExtensionCompat"]
+git-tree-sha1 = "5b765c4e401693ab08981989f74a36a010aa1d8e"
+uuid = "4db3bf67-4bd7-4b4e-b153-31dc3fb37143"
+version = "0.2.2"
+
+    [deps.StridedViews.extensions]
+    StridedViewsCUDAExt = "CUDA"
+
+    [deps.StridedViews.weakdeps]
+    CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
 
 [[deps.StringEncodings]]
 deps = ["Libiconv_jll"]
@@ -1917,9 +2005,9 @@ version = "0.3.7"
 
 [[deps.StringManipulation]]
 deps = ["PrecompileTools"]
-git-tree-sha1 = "a04cabe79c5f01f4d723cc6704070ada0b9d46d5"
+git-tree-sha1 = "a6b1675a536c5ad1a60e5a5153e1fee12eb146e3"
 uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e"
-version = "0.3.4"
+version = "0.4.0"
 
 [[deps.StructArrays]]
 deps = ["ConstructionBase", "DataAPI", "Tables"]
@@ -1936,9 +2024,9 @@ weakdeps = ["Adapt", "GPUArraysCore", "SparseArrays", "StaticArrays"]
 
 [[deps.StructTypes]]
 deps = ["Dates", "UUIDs"]
-git-tree-sha1 = "ca4bccb03acf9faaf4137a9abc1881ed1841aa70"
+git-tree-sha1 = "159331b30e94d7b11379037feeb9b690950cace8"
 uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"
-version = "1.10.0"
+version = "1.11.0"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
@@ -1961,10 +2049,10 @@ uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
 version = "1.0.1"
 
 [[deps.Tables]]
-deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits"]
-git-tree-sha1 = "cb76cf677714c095e535e3501ac7954732aeea2d"
+deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"]
+git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.11.1"
+version = "1.12.0"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1982,19 +2070,15 @@ deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.TranscodingStreams]]
-git-tree-sha1 = "a09c933bebed12501890d8e92946bbab6a1690f1"
+git-tree-sha1 = "e84b3a11b9bece70d14cce63406bbc79ed3464d2"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.10.5"
-weakdeps = ["Random", "Test"]
-
-    [deps.TranscodingStreams.extensions]
-    TestExt = ["Test", "Random"]
+version = "0.11.2"
 
 [[deps.Transducers]]
-deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "3064e780dbb8a9296ebb3af8f440f787bb5332af"
+deps = ["Accessors", "Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "SplittablesBase", "Tables"]
+git-tree-sha1 = "5215a069867476fc8e3469602006b9670e68da23"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.80"
+version = "0.4.82"
 
     [deps.Transducers.extensions]
     TransducersBlockArraysExt = "BlockArrays"
@@ -2011,14 +2095,9 @@ version = "0.4.80"
     Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e"
 
 [[deps.Tricks]]
-git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f"
+git-tree-sha1 = "7822b97e99a1672bfb1b49b668a6d46d58d8cbcb"
 uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
-version = "0.1.8"
-
-[[deps.TupleTools]]
-git-tree-sha1 = "41d61b1c545b06279871ef1a4b5fcb2cac2191cd"
-uuid = "9d95972d-f1c8-5527-a6e0-b4b365fa01f6"
-version = "1.5.0"
+version = "0.1.9"
 
 [[deps.URIs]]
 git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b"
@@ -2040,18 +2119,15 @@ version = "0.4.1"
 
 [[deps.Unitful]]
 deps = ["Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "3c793be6df9dd77a0cf49d80984ef9ff996948fa"
+git-tree-sha1 = "d95fe458f26209c66a187b1114df96fd70839efd"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.19.0"
+version = "1.21.0"
+weakdeps = ["ConstructionBase", "InverseFunctions"]
 
     [deps.Unitful.extensions]
     ConstructionBaseUnitfulExt = "ConstructionBase"
     InverseFunctionsUnitfulExt = "InverseFunctions"
 
-    [deps.Unitful.weakdeps]
-    ConstructionBase = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
-
 [[deps.UnitfulAtomic]]
 deps = ["Unitful"]
 git-tree-sha1 = "903be579194534af1c4b4778d1ace676ca042238"
@@ -2060,9 +2136,9 @@ version = "1.0.0"
 
 [[deps.UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
-git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+git-tree-sha1 = "975c354fcd5f7e1ddcc1f1a23e6e091d99e99bc8"
 uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
-version = "1.6.3"
+version = "1.6.4"
 
 [[deps.UnsafeAtomics]]
 git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
@@ -2071,9 +2147,9 @@ version = "0.2.1"
 
 [[deps.UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+git-tree-sha1 = "2d17fabcd17e67d7625ce9c531fb9f40b7c42ce4"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.3"
+version = "0.2.1"
 
 [[deps.Unzip]]
 git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78"
@@ -2105,15 +2181,15 @@ version = "1.6.1"
 
 [[deps.XML2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
-git-tree-sha1 = "07e470dabc5a6a4254ffebc29a1b3fc01464e105"
+git-tree-sha1 = "1165b0443d0eca63ac1e32b8c0eb69ed2f4f8127"
 uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
-version = "2.12.5+0"
+version = "2.13.3+0"
 
 [[deps.XSLT_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"]
-git-tree-sha1 = "91844873c4085240b95e795f692c4cec4d805f8a"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "XML2_jll", "Zlib_jll"]
+git-tree-sha1 = "a54ee957f4c86b526460a720dbc882fa5edcbefc"
 uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
-version = "1.1.34+0"
+version = "1.1.41+0"
 
 [[deps.Xorg_libX11_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
@@ -2140,10 +2216,10 @@ uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
 version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "b7c0aa8c376b31e4852b360222848637f481f8c3"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "d2d1a5c49fae4ba39983f63de6afcbea47194e85"
 uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3"
-version = "1.3.4+4"
+version = "1.3.6+0"
 
 [[deps.Xorg_libXfixes_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -2170,10 +2246,10 @@ uuid = "ec84b674-ba8e-5d96-8ba1-2a689ba10484"
 version = "1.5.2+4"
 
 [[deps.Xorg_libXrender_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "19560f30fd49f4d4efbe7002a1037f8c43d43b96"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "47e45cd78224c53109495b3e324df0c37bb61fbe"
 uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
-version = "0.9.10+4"
+version = "0.9.11+0"
 
 [[deps.Xorg_libpthread_stubs_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -2183,9 +2259,9 @@ version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
+git-tree-sha1 = "bcd466676fef0878338c61e655629fa7bbc69d8e"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.15.0+0"
+version = "1.17.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
@@ -2254,15 +2330,15 @@ version = "1.2.13+1"
 
 [[deps.Zstd_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
+git-tree-sha1 = "555d1076590a6cc2fdee2ef1469451f872d8b41b"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.5+0"
+version = "1.5.6+1"
 
 [[deps.Zygote]]
 deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "4ddb4470e47b0094c93055a3bcae799165cc68f1"
+git-tree-sha1 = "f2f85ad73ca67b5d3c94239b0fde005e0fe2d900"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.6.69"
+version = "0.6.71"
 
     [deps.Zygote.extensions]
     ZygoteColorsExt = "Colors"
@@ -2282,44 +2358,50 @@ version = "0.2.5"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "a68c9655fbe6dfcab3d972808f1aafec151ce3f8"
+git-tree-sha1 = "936081b536ae4aa65415d869287d43ef3cb576b2"
 uuid = "214eeab7-80f7-51ab-84ad-2988db7cef09"
-version = "0.43.0+0"
+version = "0.53.0+0"
 
 [[deps.libaom_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "3a2ea60308f0996d26f1e5354e10c24e9ef905d4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1827acba325fdcdf1d2647fc8d5301dd9ba43a9d"
 uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b"
-version = "3.4.0+0"
+version = "3.9.0+0"
 
 [[deps.libass_jll]]
-deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
+deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "e17c115d55c5fbb7e52ebedb427a0dca79d4484e"
 uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
-version = "0.15.1+0"
+version = "0.15.2+0"
 
 [[deps.libblastrampoline_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
-version = "5.8.0+1"
+version = "5.11.0+0"
+
+[[deps.libdecor_jll]]
+deps = ["Artifacts", "Dbus_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pango_jll", "Wayland_jll", "xkbcommon_jll"]
+git-tree-sha1 = "9bf7903af251d2050b467f76bdbe57ce541f7f4f"
+uuid = "1183f4f0-6f2a-5f1a-908b-139f9cdfea6f"
+version = "0.2.2+0"
 
 [[deps.libfdk_aac_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8a22cf860a7d27e4f3498a0fe0811a7957badb38"
 uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
-version = "2.0.2+0"
+version = "2.0.3+0"
 
 [[deps.libpng_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"]
-git-tree-sha1 = "d7015d2e18a5fd9a4f47de711837e980519781a4"
+git-tree-sha1 = "b70c870239dc3d7bc094eb2d6be9b73d27bef280"
 uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
-version = "1.6.43+1"
+version = "1.6.44+0"
 
 [[deps.libvorbis_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
-git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
+git-tree-sha1 = "490376214c4721cdaca654041f635213c6165cb3"
 uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
-version = "1.3.7+1"
+version = "1.3.7+2"
 
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]