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Thibaud Perrin's Projects

archi-pypwa icon archi-pypwa

PyScript Demo https://thibaud-perrin.github.io/archi-pypwa/

art-generation-nst icon art-generation-nst

This Python notebook presents a Neural Style Transfer project, an image processing technique based on neural networks. It allows you to combine the styles of a source image (style reference image) with the content of a target image to generate a new image.

bear-sheep-hunter-env icon bear-sheep-hunter-env

This project aims to implement a Q-learning algorithm to solve an environment with 3 blobs: a bear, a sheep, and a hunter. The bear has to catch the sheep while avoiding the hunter, both of which move randomly. The bear moves based on Q-learning.

box2d icon box2d

This project contains the implementation of reinforcement learning algorithms to solve the Lunar Lander and Bipedal Walker environments using the DQN and DDPG algorithms respectively.

car-detection-yolo icon car-detection-yolo

This project applies YOLOV2 for car detection using the Keras version from allanzelener/YAD2K.

classic-control icon classic-control

This project demonstrates the use of Q-learning and Deep Q-Networks (DQN) to solve several classic control environments provided by OpenAI Gym. The project includes the following Jupyter notebooks

kaggle-titanic icon kaggle-titanic

Jupyter notebook for the Titanic Kaggle ML competition. https://www.kaggle.com/competitions/titanic/data

mini-gpt icon mini-gpt

The goal of this project was to implement the encoder only transformer in order to recreate a mini version of GPT.

qlearning icon qlearning

This project contains two Jupyter notebooks that demonstrate how to implement Q-learning in different environments.

transformer icon transformer

Transformer model developed from scratch for a translation task. The design is heavily inspired by the original transformer model described in the seminal paper "Attention is All You Need".

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