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Hi, I'm Franklin TraniΓ© πŸ‘‹

Note: This README might be outdated.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 ZΓΌrich specializing in Machine Intelligence. I focus on privacy-preserving ML with Fully Homomorphic Encryption (FHE) and medical AI applications.


πŸ”¬ Current Research

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

πŸš€ Featured Projects

πŸ” Supersayan

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

πŸ€– SmolVLA Dataset

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


πŸ’» Tech Stack

Python PyTorch C++ Java Docker CUDA

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


πŸ† Achievements

  • πŸ₯‡ Multiple Hackathon Winner: Mistral, Hugging Face, Entrepreneur First, LLM Hack
  • πŸ“š 2Γ— Animaths France National Mathematics Competition (Top 100)
  • πŸƒ 2Γ— Marathon Finisher | 🏊 8km Open-Water Swim (Salina β†’ Lipari)
  • 🌍 Languages: French Β· English

πŸ“« Connect

LinkedIn Email Portfolio


Currently training for Ironman 2026 πŸŠβ€β™‚οΈπŸš΄β€β™‚οΈπŸƒβ€β™‚οΈ

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