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JeremyMaille/README.md

Jérémy Maille

Machine Learning Engineer in training | AI & Data Specialization

Final-year engineering student at CESI École d'Ingénieurs

LinkedIn Email

🚀 What I build

I design and ship end-to-end ML systems: data pipelines, model training, evaluation, and API deployment. My focus areas are deep learning for computer vision & time series, NLP/RAG systems, and MLOps.

📌 Featured Projects

Project What it does Stack Results
🛰️ Urban Change Detection Siamese U-Net (ResNet34 encoder) detecting building changes between two satellite images, with a live demo PyTorch, TorchGeo, Gradio F1 0.536 on LEVIR-CD+ (+464% vs non-ML baseline) · Live demo 🤗
✈️ Flight Trajectory Prediction Transformer-based model predicting aircraft trajectories, served via REST API PyTorch, Transformers, FastAPI, Docker Deployed inference API
⚙️ Predictive Maintenance / RUL CNN-LSTM hybrid predicting Remaining Useful Life of turbofan engines TensorFlow/Keras, NASA C-MAPSS RMSE 37.74 cycles + scientific poster
🧠 Mouse Behavior ML Baselines Full supervised-learning pipeline for behavioral analysis, research @ CERVO Brain Research Centre Python, scikit-learn, CV Academic research project
🎓 NovaCampus RAG Assistant Retrieval-Augmented Generation assistant inside a microservices academic ERP Qdrant, NestJS, LLM APIs, Docker 5-layer microservices architecture
🕹️ RL Pacman Agent Reinforcement learning agent trained to play Pacman Python, RL Learning project

🛠️ Tech Stack

ML / Deep Learning PyTorch scikit-learn Hugging Face MLflow

Data & Backend Python Pandas FastAPI PostgreSQL MongoDB

MLOps & Infra Docker Git Linux

🎓 Background

  • Master's degree in Computer Science, AI & Data specialization, CESI École d'Ingénieurs (2026)
  • Research experience in Computer Vision, CERVO Brain Research Centre, Université Laval, Québec 🇨🇦
  • Previous internships in software engineering and cybersecurity

💬 Open to discussing ML engineering, MLOps, or research opportunities. Reach out anytime.

Pinned Loading

  1. mathilde-ly/mouse-behavior-ml-baselines mathilde-ly/mouse-behavior-ml-baselines Public

    Research Project | CERVO Brain Research Centre This repository contains the full pipeline for studying mouse behavior in controlled environments using supervised learning. Developed under the super…

    Python

  2. flight-trajectory-prediction flight-trajectory-prediction Public

    Transformer-based aircraft trajectory prediction from live ADS-B data · end-to-end pipeline with FastAPI inference API + Docker

    Jupyter Notebook

  3. urban-change-detection urban-change-detection Public

    Siamese U-Net (ResNet34) for building change detection on satellite imagery · F1 0.536 on LEVIR-CD+ · Live demo on HF Spaces

    Jupyter Notebook

  4. PROJETWEB-CESI/Project-Web-Group1 PROJETWEB-CESI/Project-Web-Group1 Public

    JavaScript

  5. Reinforcement-Learning-Pacman Reinforcement-Learning-Pacman Public

    Python