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  • ENS Paris-Saclay / EPITA

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TopAgrume/README.md

👋 Hey there! I'm Alex

MVA Student @ ENS Paris-Saclay

Mathematics  |  Deep Learning  |  Data Science

I'm passionate about machine learning, deep learning, and software engineering.
Currently exploring new technologies and working on personal projects in my free time.


✨  Latest Projects

Project Description Stack
📉 Stochastic FISTA Stochastic accelerated proximal optimization algorithm implementation. Python
🧩 DVLWDL Discriminative dictionary learning for time series classification. Python
🧠 Cuda Neural Network Custom neural network implementation with CPU/GPU support (FWD & BWD). C++ CUDA
🎞️ GPGPU Video motion estimation project leveraging GPGPU techniques. C++ CUDA
🕹️ Atari Rainbow DQN A reinforcement learning project designed to play Atari Breakout. PyTorch
🎯 MLVOT Multi-object tracking using Kalman Filters. PyTorch
🕸️ I-JEPA Implementation of Meta's Joint Embedding Predictive Architecture. PyTorch

🏆  Hackathon Achievements

Event Project & Outcome Stack
🎗️ PINKCC Lab Challenge [Finalist] DL for 3D CT scan segmentation of ovarian cancer (10 weeks). PyTorch
🎖️ French Armed Forces [Finalist] ResNet18 fine-tuning for classification, leveraging XAI. PyTorch
🤖 Mistral AI Hackathon [ASCII Art] Fine-tuned Mistral-7b model for ASCII art generation. Python
⚕️ Mistral AI Hackathon [Hygie.ia] AI-powered platform for automating healthcare assessments. Next.js

🎯  Featured & Academic

Project Description Stack
🚁 SkyGuards Real-time crowd density monitoring system using drones. Scala
📊 Big Data Large-scale stock data processing and visualization. Pandas Dash
📝 NLP Poetics NLP project for poem analysis and creation. Jupyter
🤖 ML Projects Ray, Optuna, parallelism, ALS recommender systems, KMeans, PCA. Jupyter
🎨 DECOLOR Image editing and drawing software. C
🧩 OCR Sudoku Optical Character Recognition for solving Sudoku puzzles. C
🎮 ERASED Metroidvania-style game developed with Unity. C#

💡  Personal Tools


🛠️  Tech Stack

Languages
Python C++ C Java Scala Bash

Machine Learning & Data Science
PyTorch NumPy Pandas Scikit-Learn Matplotlib CUDA

Big Data & Backend
Apache Spark Apache Kafka PostgreSQL Microsoft Azure Docker Dash Triton Inference Server


Pinned Loading

  1. PLAID-lib/plaid PLAID-lib/plaid Public

    PLAID (Physics-Learning AI Datamodel), a flexible and extensible framework for representing and sharing datasets of physics simulations

    Python 17 4

  2. Atari-Rainbow-DQN Atari-Rainbow-DQN Public

    Reinforcement learning project for Atari Breakout

    Python 6 1

  3. DjDonPablo/I-JEPA DjDonPablo/I-JEPA Public

    Jupyter Notebook 3

  4. FlorianSegard/CudaNeuralNetwork FlorianSegard/CudaNeuralNetwork Public

    C++ 2

  5. PINKCC_challenge_2025 PINKCC_challenge_2025 Public

    Solution (Top 6) for 3D segmentation of ovarian cancer with peritoneal carcinosis using CT scans.

    Python 2

  6. mistral_hackathon mistral_hackathon Public

    Mistral AI Hackathon

    Jupyter Notebook 2