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<!DOCTYPE html>
<html lang="en">
<head>
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<link rel="stylesheet" href="style.css">
<title>Jan Leyva</title>
</head>
<body>
<div class="grid-2">
<div class="section-1">
<i class="fas fa-code fa-5x white"></i>
<h2>Jan Leyva</h2>
<p>Barcelona, Spain.</p>
<a href="https://www.linkedin.com/in/jan-leyva-97141a153/"><i class="fab fa-linkedin"></i></a>
<a href="https://github.com/JanLeyva"><i class="fab fa-github"></i></a>
<a href="mailto:janleyvamassague@gmail.com"><i class="fab fa-google"></i></a>
<h2>About</h2>
<p2>MSc Statistic and Operation Research with specialisation in Data Science at Polytechnic University of Catalonia.
A repository of the projects I worked on or currently working on. It is updated regularly. The projects are either written in R or Python. Most of the project are part of my academic works. </p2>
</div>
<div class="section-2">
<h2>Projects</h2>
<h2>Currently working on...</h2>
<a href="https://github.com/JanLeyva/approach_TFM"> Multimodal models for Classification of Hate Speech</a>
<a>Repository that contains all code and notebooks to reproduce the results for the Memes Hateful Competition by FacebookAI.</a>
</ol>
<h2>Deep Learning</h2>
<ol>
<li><a href="https://github.com/JanLeyva/DeepLearning/blob/main/1st_Assignment_nn_scratch/1st_Assignment_Jan_Leyva.ipynb"> Network from scratch </a></li>
<li><a href="https://github.com/JanLeyva/DeepLearning/blob/main/FacialPointDetection.ipynb"> Face keypoint detection </a></li>
<li><a href="https://github.com/JanLeyva/DeepLearning/blob/main/Assignment3_2021.ipynb"> Attention mechanism </a></li>
<li><a href="https://hackmd.io/@JanLeyva/r167c459Y"> Blog about Attention mechanism </a></li>
</ol>
<h2> Optimization in Data Science </h2>
<ol>
<li><a href="https://github.com/JanLeyva/Optimization_DS/tree/main/svm-from-scratch"> Support Vector Machine - from scratch </a></li>
<li><a href="https://github.com/JanLeyva/Optimization_DS/tree/main/Project%20Cluster-Median"> Cluster median problem as optimization problem in Ampl</a></li>
</ol>
<h2>Machine/Statistical Learning</h2>
<ol>
<li><a href="https://github.com/JanLeyva/Machine_Learning/tree/main/KNN"> K-Nearest-Neighbor Regression</a></li>
<li><a href="https://github.com/JanLeyva/Machine_Learning/tree/main/Ridge-Regression">Ridge Regression</a></li>
<li><a href="https://github.com/JanLeyva/Machine_Learning/tree/main/Lasso">Lasso estimation in multiple linear regression</a></li>
<li><a href="https://github.com/JanLeyva/Machine_Learning/tree/main/ROC_Curve">ROC</a></li>
<li><a href="https://github.com/JanLeyva/Machine_Learning/tree/main/Local_Poisson_bandwidth">Local Poisson bandwidth choosing</a></li>
<li><a href="https://github.com/JanLeyva/Machine_Learning#:~:text=Smoothing-and-regression-splines">Smoothing and Regression Splines</a></li>
<li><a href="https://github.com/JanLeyva/Machine_Learning/tree/main/GAM">Generalized Additive Models</a></li>
<li><a href="https://github.com/JanLeyva/Machine_Learning/tree/main/Tree_models">Regression Tree</a></li>
<li><a href="https://github.com/JanLeyva/CNN">Convolutional Neural Network and Convolutional Autoencoder</a></li>
<li><a href="https://github.com/JanLeyva/Machine_Learning/tree/main/EigenDiputados"> Eigenface from chambers photos</a></li>
</ol>
<h2>Time Series</h2>
<ol>
<a href="https://github.com/JanLeyva/Time_Series/tree/main/ARIMAX_project"> ARIMAX model</a>
</ol>
</div>
</div>
</body>
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