epfml

EPFL Machine Learning and Optimization Laboratory Joined Jul 2016 View on GitHub

Stars
8,192
across 60 public repos
Rank
#4,609
of 94,827 organizations, top 5%

Repositories with 50+ stars

epfml's repositories with their overall rank
RankRepositoryLanguageStars
32,411

EPFL Machine Learning Course, Fall 2026

Jupyter Notebook 2,099
45,951

EPFL Course - Optimization for Machine Learning - CS-439

Jupyter Notebook 1,490
56,335

General purpose unsupervised sentence representations

C++ 1,202
59,975

Source code for "On the Relationship between Self-Attention and Convolutional Layers"

Python 1,122
144,098

Landmark Attention: Random-Access Infinite Context Length for Transformers

Python 427
286,740

DISCO is a code-free and installation-free browser platform that allows any non-technical user to collaboratively train machine learning models without sharing any private data.

TypeScript 191
330,611 Python 161
346,524

Practical low-rank gradient compression for distributed optimization: https://arxiv.org/abs/1905.13727

Python 152
346,524

Code for Multi-Head Attention: Collaborate Instead of Concatenate

Python 152
346,524 Jupyter Notebook 152
419,393

nanoGPT-like codebase for LLM training

Python 120
508,050

Code for NeurIPS 2024 Spotlight: "Scaling Laws and Compute-Optimal Training Beyond Fixed Training Durations"

Python 94
555,233 Python 84
613,485

Decentralized SGD and Consensus with Communication Compression: https://arxiv.org/abs/1907.09356

Python 74
713,763

Benchmarking Optimizers for LLM Pretraining. NeurIPS 2026, EurIPS 2025

Python 61
742,413

Sparsified SGD with Memory: https://arxiv.org/abs/1809.07599

Jupyter Notebook 58

Among 94,827 organizations

6.3k–10k stars: 1,979 organizations, including epfml

Stars along the bottom, and organizations in each band on a log scale

When they were made

16 repos with 50+ stars, made between 2016 and 2025

Quick stats

Next rank
+6 stars to reach #4,608
Next milestone
+26,802 stars to reach the top 1%
Public repos
60, 16 with 50+ stars
Popular repos
11 over 100 stars, 4 over 1k stars
Top repo
ML_course, #32,411 of all repos, 26% of stars
Smaller repos
553 stars from repos under 50

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