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Hello there, I'm Théo Gachet 👋

MSc Student passionate about Machine Learning & Data Science

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👨‍💻 About Me

I am a French student at École des Mines de Saint-Étienne, currently pursuing my engineering degree in Computer Science, and passionate about Machine Learning and Data Science. With a strong foundation in mathematics and programming, I strive to solve real-world problems and contribute to innovative projects. You can view my full resume here.

Théo Gachet's Projects

challenge_optimisation_julia icon challenge_optimisation_julia

This repository contains the Julia code to optimize the placement of surveillance points to cover specific targets while avoiding obstacles in a 2D grid. The goal is to minimize the number of surveillance points needed to effectively monitor all targets in the grid.

challenge_optimisation_python icon challenge_optimisation_python

This repository contains multiple Python implementations of algorithms aimed at solving the surveillance optimization problem. The goal is to strategically position surveillance agents to monitor targets while minimizing the number of agents used.

conferences-machine-learning icon conferences-machine-learning

Here are some ressources for the conferences I give at my engineering school, mostly about Machine Learning (course level: Master)

digit-classifier icon digit-classifier

In May 2023, I took part in the 404 CTF Hackathon where I endeavored to decrypt a code using the prowess of artificial intelligence. Given a folder of handwritten digit images, my task was to create an AI model adept at detecting and classifying these digits. The project showcases the might of AI in both code decryption and pattern recognition.

dna-sequencing icon dna-sequencing

By building a prediction model based on DNA sequences, I wanted to predict the influence of genetic variation on gene regulation mechanisms, such as DNA receptivity and splicing in eukaryotic cells.

drone-simulator icon drone-simulator

This project simulates fly vision and behavior through a bio-robot using biomimicry and advanced computation. We replicate fly patterns and movements, focusing on their eye photoreceptors' interaction with the environment. Precise calibration and Gaussian sensitivity functions accurately mimic photoreceptor responses to different shades of gray.

house-pricing icon house-pricing

A machine learning project predicting real estate prices in France using property attributes like number of rooms, area crime rate, and education level. Featuring detailed data visualization and uncertainty measures with 95% prediction intervals.

machine-translation-with-attention icon machine-translation-with-attention

This project focuses on automating the translation of French to English texts using deep learning models, specifically Seq2Seq with attention mechanisms. It encompasses the entire workflow, from data preparation to tokenization, and through to text vectorization and model training.

machine-translation-with-transformer icon machine-translation-with-transformer

This repository contains the implementation of a Portuguese-to-English translation model. Built on TensorFlow, it utilizes the Transformer architecture to translate sentences from Portuguese to English with high accuracy.

pneumonia-diagnosis icon pneumonia-diagnosis

Welcome to the repository for my image classification project using Convolutional Neural Networks (CNN). The purpose of this project is to classify medical scans into different categories, like "normal" and "pneumonia".

robot-pic18 icon robot-pic18

This project is an autonomous object-following robot project. The robot is powered by a PIC18 microcontroller and uses infrared (IR) sensors to detect objects or people within a certain distance range (40cm to 150cm) and follows them at a similar speed.

robot_antarctica icon robot_antarctica

This project aims to develop an autonomous rover capable of navigating its environment, avoiding obstacles, and adapting to changing wind and environmental conditions. The rover is designed to perform various tasks, including data collection and environmental monitoring.

text-prediction icon text-prediction

TESS is a collaborative project by Kawtar El Mamoun and myself, aiming to create a user-friendly human-machine interface with intelligent word suggestions for incomplete input. Utilizing hash tables, TESS captures frequently used words, ensures spelling accuracy, and supports custom names and acronyms.

times-series-wafers icon times-series-wafers

Collaborative project with Kawtar El Mamoun to develop a C application for preprocessing time series. Aims to predict and clarify the evolution of the average surface material removal rate using historical data.

trivia-game-multi-threaded icon trivia-game-multi-threaded

This project was developed as part of a class project by Timothé Dupuch and myself. The aim of the project was to create a multi-threaded application inspired by the popular game "Questions pour un Champion" to simulate a quiz game.

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