Enh/automation paper column

CONTRIBUTING.md

@@ -33,7 +33,7 @@ Add the relevant information about your notebook to the `automation/notebooks-ta
 - `display_name` corresponds to the name by which your notebook will appear in the main readme, e.g., `Focal Loss`.
 - `notebook_name` where your notebook is located, e.g., `losses/focal-loss.ipynb`
 - (Optional) `github_repository_path` link to the source code of the document that you are covering.
-- (Optional) `arxiv_index` arxiv index of the document you are covering, e.g., `1708.02002`.
+- (Optional) `paper_url` URL of the document you are covering, e.g., `https://arxiv.org/abs/1708.02002`.
 ### 5. Commit and Push Your Changes
 ```sh
 git add .

README.md

@@ -54,26 +54,19 @@ Welcome to the Deep Learning Notes repository! This repository serves as a compr
 ## 🏗️ Architectures (7 notebooks)
 | **notebook** | **open in colab** | **repository / paper** |
 |:------------:|:-----------------:|:----------------------:|
-| [Network In Network](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/network-in-network.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/network-in-network.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-1312.4400-b31b1b.svg)](https://arxiv.org/abs/1312.4400)|
-| [Xception](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/xception.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/xception.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-1610.02357v3-b31b1b.svg)](https://arxiv.org/abs/1610.02357v3)|
-| [U-Net](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/unet.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/unet.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-1505.04597-b31b1b.svg)](https://arxiv.org/abs/1505.04597)|
-| [DenseNet](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/densenet.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/densenet.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-1608.06993v5-b31b1b.svg)](https://arxiv.org/abs/1608.06993v5)|
-| [Mobilenet V1](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/mobilenetv1.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/mobilenetv1.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-1704.04861-b31b1b.svg)](https://arxiv.org/abs/1704.04861)|
-| [Inception V1](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/inceptionv1.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/inceptionv1.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-1409.4842-b31b1b.svg)](https://arxiv.org/abs/1409.4842)|
-| [MLP Mixer](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/mlp-mixer.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/mlp-mixer.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-2105.01601-b31b1b.svg)](https://arxiv.org/abs/2105.01601)|
+| [Network In Network](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/network-in-network.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/network-in-network.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-%23B31B1B.svg?logo=arxiv&logoColor=white)](https://arxiv.org/abs/1312.4400) |
+| [Xception](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/xception.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/xception.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-%23B31B1B.svg?logo=arxiv&logoColor=white)](https://arxiv.org/abs/1610.02357v3) |
+| [U-Net](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/unet.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/architectures/unet.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-%23B31B1B.svg?logo=arxiv&logoColor=white)](https://arxiv.org/abs/1505.04597) |
 ## ❌ Loss Functions (2 notebooks)
 | **notebook** | **open in colab** | **repository / paper** |
 |:------------:|:-----------------:|:----------------------:|
-| [Focal Loss](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/losses/focal-loss.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/losses/focal-loss.ipynb) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/Detectron) [![arXiv](https://img.shields.io/badge/arXiv-1708.02002-b31b1b.svg)](https://arxiv.org/abs/1708.02002)|
-| [CELoss vs NLLLoss](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/losses/celoss-vs-nllloss.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/losses/celoss-vs-nllloss.ipynb) |  |
-## 📏 Metrics (1 notebooks)
-| **notebook** | **open in colab** | **repository / paper** |
-|:------------:|:-----------------:|:----------------------:|
-| [Intersection Over Union (IoU)](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/metrics/intersection-over-union.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/metrics/intersection-over-union.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-1902.09630-b31b1b.svg)](https://arxiv.org/abs/1902.09630)|
+| [Focal Loss](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/losses/focal-loss.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/losses/focal-loss.ipynb) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/Detectron) [![arXiv](https://img.shields.io/badge/arXiv-%23B31B1B.svg?logo=arxiv&logoColor=white)](https://arxiv.org/abs/1708.02002) |
+| [CELoss vs NLLLoss](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/losses/celoss-vs-nllloss.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/losses/celoss-vs-nllloss.ipynb) |   |
+
 ## 🧩 Modules (1 notebooks)
 | **notebook** | **open in colab** | **repository / paper** |
 |:------------:|:-----------------:|:----------------------:|
-| [Pixel Shuffle](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/modules/pixel-shuffle.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/modules/pixel-shuffle.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-1609.05158-b31b1b.svg)](https://arxiv.org/abs/1609.05158)|
+| [Pixel Shuffle](https://github.com/semilleroCV/deep-learning-notes/blob/main/notebooks/modules/pixel-shuffle.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/semilleroCV/deep-learning-notes/blob/main/notebooks/modules/pixel-shuffle.ipynb) |  [![arXiv](https://img.shields.io/badge/arXiv-%23B31B1B.svg?logo=arxiv&logoColor=white)](https://arxiv.org/abs/1609.05158) |
 <!--- AUTOGENERATED-NOTEBOOKS-TABLE -->
 
 ## 🐞 Bugs & 🦸 Contribution