Projects in Awesome Lists by epfml | Ecosyste.ms: Awesome

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.

browser collaborative-learning decentralized-learning federated-learning machine-learning mobile privacy-preserving

Last synced: 15 May 2025

https://github.com/epfml/federated-learning-public-code

Last synced: 20 Jun 2025

https://github.com/epfml/collaborative-attention

Code for Multi-Head Attention: Collaborate Instead of Concatenate

Last synced: 25 Oct 2025

https://github.com/epfml/powersgd

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

Last synced: 12 Apr 2025

https://github.com/epfml/dynamic-sparse-flash-attention

Last synced: 13 Oct 2025

https://github.com/epfml/llm-baselines

nanoGPT-like codebase for LLM training

llms pretraining

Last synced: 28 Apr 2025

https://github.com/epfml/schedules-and-scaling

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

Last synced: 01 Jul 2025

https://github.com/epfml/chocosgd

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

Last synced: 23 Jul 2025

https://github.com/epfml/denseformer

Last synced: 28 Apr 2025

https://github.com/epfml/sparsifiedsgd

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

Last synced: 28 Apr 2025

https://github.com/epfml/localsgd-code

Last synced: 27 Jun 2025

https://github.com/epfml/llm-optimizer-benchmark

Benchmarking Optimizers for LLM Pretraining

benchmarking llm optimizers

Last synced: 14 Feb 2026

https://github.com/epfml/optml-pku

summer school materials

Last synced: 22 Feb 2025

https://github.com/epfml/error-feedback-sgd

SGD with compressed gradients and error-feedback: https://arxiv.org/abs/1901.09847

Last synced: 28 Apr 2025

https://github.com/epfml/interpret-lm-knowledge

Extracting knowledge graphs from language models as a diagnostic benchmark of model performance (NeurIPS XAI 2021).

interpretable-deep-learning knowledge-graph language-model

Last synced: 14 Feb 2026

https://github.com/epfml/bi-sent2vec

Robust Cross-lingual Embeddings from Parallel Sentences

Last synced: 28 Apr 2025

https://github.com/epfml/byzantine-robust-optimizer

Learning from history for Byzantine Robustness

Last synced: 28 Apr 2025

https://github.com/epfml/opt-summerschool

Short Course on Optimization for Machine Learning - Slides and Practical Labs - DS3 Data Science Summer School, June 24 to 28, 2019, Paris, France

Last synced: 28 Apr 2025

https://github.com/epfml/getting-started

Last synced: 28 Apr 2025

https://github.com/epfml/cola

CoLa - Decentralized Linear Learning: https://arxiv.org/abs/1808.04883

Last synced: 18 Aug 2025

https://github.com/epfml/opt-shortcourse

Short Course on Optimization for Machine Learning - Slides and Practical Lab - Pre-doc Summer School on Learning Systems, July 3 to 7, 2017, Zürich, Switzerland

Last synced: 02 Sep 2025

https://github.com/epfml/byzantine-robust-noniid-optimizer

Last synced: 11 Sep 2025

https://github.com/epfml/halluhard

A Hard Multi-Turn Hallucination Benchmark

Last synced: 21 Feb 2026

https://github.com/epfml/powergossip

Code for "Practical Low-Rank Communication Compression in Decentralized Deep Learning"

Last synced: 12 Aug 2025

https://github.com/epfml/x2static

X2Static embeddings

Last synced: 28 Apr 2025

https://github.com/epfml/topology-in-decentralized-learning

Code related to ’Beyond spectral gap: The role of the topology in decentralized learning‘.

Last synced: 28 Apr 2025

https://github.com/epfml/byzantine-robust-decentralized-optimizer

Last synced: 28 Apr 2025

https://github.com/epfml/kubernetes-setup

MLO group setup for kubernetes cluster

Last synced: 13 Jun 2025

https://github.com/epfml/quasi-global-momentum

Last synced: 28 Apr 2025

https://github.com/epfml/relaysgd

Code for the paper “RelaySum for Decentralized Deep Learning on Heterogeneous Data”

Last synced: 28 Apr 2025

https://github.com/epfml/uncertainity-estimation

Code for the paper “The Peril of Popular Deep Learning Uncertainty Estimation Methods”

Last synced: 28 Apr 2025

https://github.com/epfml/easy-summary

difficulty-guided text summarization

Last synced: 28 Apr 2025

https://github.com/epfml/text_to_image_generation

Last synced: 30 Jun 2025

https://github.com/epfml/ghost-noise

Last synced: 09 Aug 2025

https://github.com/epfml/feai

Federated Learning with TensorFlow.js

Last synced: 22 Feb 2025

https://github.com/epfml/autotrain

Open Challenge - Automatic Training for Deep Learning

Last synced: 22 Feb 2025

https://github.com/epfml/ml-project-1-whai

ml-project-1-whai created by GitHub Classroom

Last synced: 22 Feb 2025

https://github.com/epfml/pax

JAX-like API for PyTorch

Last synced: 28 Apr 2025

https://github.com/epfml/phantomedicus

MedSurge: medical survey generator

Last synced: 16 Oct 2025

https://github.com/epfml/fineweb2-hq

Code for the paper "Enhancing Multilingual LLM Pretraining with Model-Based Data Selection"

Last synced: 21 Jul 2025

https://github.com/epfml/prefixlm

Last synced: 22 Feb 2025

https://github.com/epfml/ml-project-1-lestroisfantastiques

ml-project-1-lestroisfantastiques created by GitHub Classroom

Last synced: 22 Feb 2025

https://github.com/epfml/ml-project-1-clementines

ml-project-1-clementines created by GitHub Classroom

Last synced: 22 Feb 2025

https://github.com/epfml/ml-project-1-ml_23fall

ml-project-1-ml_23fall created by GitHub Classroom

Last synced: 22 Feb 2025

https://github.com/epfml/correlating-tweets

Correlating Twitter Language with Community-Level Health Outcomes: https://arxiv.org/abs/1906.06465

Last synced: 22 Feb 2025

https://github.com/epfml/ml-project-1-jec

ml-project-1-jec created by GitHub Classroom

Last synced: 22 Feb 2025

https://github.com/epfml/semeval2016

Code for SemEval-2016 winning classifier "SwissCheese at SemEval-2016 Task 4: Sentiment Classification Using an Ensemble of Convolutional Neural Networks with Distant Supervision"

Last synced: 22 Feb 2025

https://github.com/epfml/ml-project-1-gans-losses

ml-project-1-gans-losses created by GitHub Classroom

Last synced: 22 Feb 2025

https://github.com/epfml/ml-project-1-apa_f

ml-project-1-apa_f created by GitHub Classroom

Last synced: 22 Feb 2025

https://github.com/epfml/personalized-collaborative-speedup

code for the paper "Linear Speedup in Personalized Collaborative Learning"

Last synced: 22 Feb 2025

https://github.com/epfml/ml-project-1-terminator-5-return-of-the-dlnn

ml-project-1-terminator-5-return-of-the-dlnn created by GitHub Classroom

Last synced: 22 Feb 2025

https://github.com/epfml/ml-project-1-threefrenchspeakingpeoplenocap

EPFL - CS433 - Project 1

Last synced: 04 Aug 2025

https://github.com/epfml/ml-project-1-mnf

ml-project-1-mnf created by GitHub Classroom

Last synced: 11 Aug 2025

https://github.com/epfml/cifar

MLO internal cifar 10 / 100 default implementation / reference implementation. single machine, variable batch sizes, allowing maybe gradient compression. need to have clear documentation to make it easy to use, and so that we don't loose time with looking for hyperparameters. we can later keep it in sync with mlbench too, but self-contained is even better

Last synced: 22 Feb 2025

Last synced: 21 Jul 2025