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franklintra/README.md

Hi, I'm Franklin Tranié 👋

Note: This README might be outdated. Check my CV repository for the latest information.

MSc CS @ ETH (Machine Intelligence) | Private ML/FHE Researcher | Medical AI @ MIT Jameel Clinic

I'm a Computer Science graduate from EPFL, now pursuing my MSc at ETH Zürich specializing in Machine Intelligence. I focus on privacy-preserving ML with Fully Homomorphic Encryption (FHE) and medical AI applications.


🔬 Current Research

  • EPFL SaCS Lab: Co-designing hybrid FHE schemes for practical ML inference (~10× latency reduction)
  • MIT Jameel Clinic: Improving cancer prediction models for low-dose CT scans (AUC: 0.76 → 0.85)
  • Paper: Lead co-author of "Practical and Private ML Inference with Hybrid FHE" (under review)

🚀 Featured Projects

Python library that converts PyTorch models to hybrid-FHE equivalents with a simple 3-line API. Features GPU-parallel kernels and fast ciphertext packing.

Merged 540 source datasets into comprehensive VLA robotic dataset on Hugging Face. Built Python LeRobotDataset downloader with parquet caching.


💻 Tech Stack

Python PyTorch C++ Java Docker CUDA

Languages: Python · Java · C/C++ · Julia · Node.js · Bash
ML/AI: PyTorch · PyTorch Lightning · scikit-learn · CUDA · NumPy · pandas
Systems: Docker · Kubernetes · Linux · Git · AWS/GCP
Special: Fully Homomorphic Encryption (FHE) · Medical Imaging · Satellite Communications


🏆 Achievements

  • 🥇 Multiple Hackathon Winner: Mistral, Hugging Face, Entrepreneur First, LLM Hack
  • 📚 2× Animaths France National Mathematics Competition (Top 100)
  • 🏃 2× Marathon Finisher | 🏊 8km Open-Water Swim (Salina → Lipari)
  • 🌍 Languages: French · English

📫 Connect

LinkedIn Email Portfolio


Currently training for Ironman 2026 🏊‍♂️🚴‍♂️🏃‍♂️

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  1. supersayan-labs/supersayan supersayan-labs/supersayan Public

    Python 5

  2. elevenlabs/elevenlabs-android elevenlabs/elevenlabs-android Public

    Official ElevenLabs Kotlin SDK

    Kotlin 12 3

  3. speech-to-pdf speech-to-pdf Public

    Speech to PDF conversion application with transcription

    TypeScript 2

  4. CV CV Public

    Personal CV repository

    1

  5. franklintra.github.io franklintra.github.io Public

    Random stuff

    HTML

  6. haystack haystack Public

    Reimplementation of Facebook Haystack (see Finding a needle in Haystack: Facebook's photo storage)

    HTML 1