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Hi there πŸ‘‹

Data Scientist / ML Engineer

  • πŸ’¬ Passionate, always curious !
  • πŸ˜„ Solving real-life problems with Applied Mathematics & ML/DL (CV, NLP)
  • πŸ”­ Topics of interest (non exhaustive):
    • Interpretability & Uncertainty Estimation methods for Deep Learning models
    • Vision Transformers
    • (Large) Language Models
    • Self-supervised Learning Learning
    • NN Compression for efficient inference (e.g. quantization, pruning)
    • vLLM, TGI, TEI, ONNX, TensorRT, etc...
  • 🌱 Digging deeper into Cloud computing & Edge Devices (e.g. Jetson, Raspberry Pi)
  • βœ‰οΈ Contact me: Mehdi Elion

Linux C++ Python PyTorch Tensofrlow
Docker Git NVIDIA Raspberry Pi

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Mehdi Elion's Projects

mapie icon mapie

A scikit-learn-compatible module for estimating prediction intervals.

micro-satellite-deorbiting icon micro-satellite-deorbiting

This repository shows the results obtained from a micro-satellite deorbiting simulation I did with the space robotics lab in Tohoku University, Sendai (Japan).

ml-in-production icon ml-in-production

Pipeline for ML/DL solutions: Build the model, create an API to interact with it, containerize it and deploy it

ray-tracing icon ray-tracing

A set of C++ codes to render a scene using stochastic ray tracing.

style-transfer icon style-transfer

A repository containing scripts and reports pertaining to a school assignement about style transfer.

trt-llm-rag-windows icon trt-llm-rag-windows

A developer reference project for creating Retrieval Augmented Generation (RAG) chatbots on Windows using TensorRT-LLM

tts icon tts

πŸΈπŸ’¬ - a deep learning toolkit for Text-to-Speech, battle-tested in research and production

turing-morphogenesis icon turing-morphogenesis

Matlab implementation of a solver for time-dependent partial differential equations with Neumann boundary conditions. More specifically, this code has been applied to the reaction-diffusion equations from Turing's Morphogenesis model. This repository contains the MATLAB implementation of these experiments and a pdf report.

uvadlc_notebooks icon uvadlc_notebooks

Repository of Jupyter notebook tutorials for teaching the Deep Learning Course at the University of Amsterdam (MSc AI), Fall 2022/Spring 2022

vit.cpp icon vit.cpp

Inference Vision Transformer (ViT) in plain C/C++ with ggml

yolov5 icon yolov5

YOLOv5 and pytorch to build a custom object detection model.

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