Skip to content
@epfml

EPFL Machine Learning and Optimization Laboratory

Popular repositories Loading

  1. sent2vec sent2vec Public

    General purpose unsupervised sentence representations

    C 1.2k 256

  2. ML_course ML_course Public

    EPFL Machine Learning Course, Fall 2023

    Jupyter Notebook 1.2k 833

  3. OptML_course OptML_course Public

    EPFL Course - Optimization for Machine Learning - CS-439

    Jupyter Notebook 1.1k 307

  4. attention-cnn attention-cnn Public

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

    Python 1.1k 128

  5. landmark-attention landmark-attention Public

    Landmark Attention: Random-Access Infinite Context Length for Transformers

    Python 400 36

  6. federated-learning-public-code federated-learning-public-code Public

    Python 157 47

Repositories

Showing 10 of 55 repositories
  • disco Public

    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.

    epfml/disco’s past year of commit activity
    TypeScript 134 Apache-2.0 24 53 3 Updated Jul 25, 2024
  • error-feedback-SGD Public

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

    epfml/error-feedback-SGD’s past year of commit activity
    Jupyter Notebook 28 MIT 10 2 2 Updated Jul 25, 2024
  • epfml/getting-started’s past year of commit activity
    Python 11 7 0 3 Updated Jul 24, 2024
  • OptML_course Public

    EPFL Course - Optimization for Machine Learning - CS-439

    epfml/OptML_course’s past year of commit activity
    Jupyter Notebook 1,089 307 4 0 Updated Jun 27, 2024
  • personalized-collaborative-llms Public

    Exploration on-device self-supervised collaborative fine-tuning of large language models with limited local data availability, using Low-Rank Adaptation (LoRA). We introduce three distinct trust-weighted gradient aggregation schemes: weight similarity-based, prediction similarity-based and validation performance-based.

    epfml/personalized-collaborative-llms’s past year of commit activity
    Python 2 0 1 0 Updated Jun 19, 2024
  • epfml/llm-baselines’s past year of commit activity
    Python 67 MIT 17 2 2 Updated Jun 18, 2024
  • powersgd Public

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

    epfml/powersgd’s past year of commit activity
    Python 137 MIT 32 1 1 Updated Jun 17, 2024
  • REQ Public
    epfml/REQ’s past year of commit activity
    Python 12 Apache-2.0 0 0 0 Updated Jun 10, 2024
  • epfml/schedules-and-scaling’s past year of commit activity
    Python 40 MIT 1 0 0 Updated May 29, 2024
  • epfml/semester-project-personalization’s past year of commit activity
    Python 0 0 0 0 Updated May 22, 2024

Top languages

Loading…

Most used topics

Loading…