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@epfml

EPFL Machine Learning and Optimization Laboratory

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  1. ML_course ML_course Public

    EPFL Machine Learning Course, Fall 2024

    Jupyter Notebook 1.2k 884

  2. sent2vec sent2vec Public

    General purpose unsupervised sentence representations

    C++ 1.2k 256

  3. OptML_course OptML_course Public

    EPFL Course - Optimization for Machine Learning - CS-439

    Jupyter Notebook 1.1k 310

  4. attention-cnn attention-cnn Public

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

    Python 1.1k 127

  5. landmark-attention landmark-attention Public

    Landmark Attention: Random-Access Infinite Context Length for Transformers

    Python 405 36

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

    Python 155 47

Repositories

Showing 10 of 57 repositories
  • ML_course Public

    EPFL Machine Learning Course, Fall 2024

    epfml/ML_course’s past year of commit activity
    Jupyter Notebook 1,242 884 3 1 Updated Sep 19, 2024
  • 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 142 Apache-2.0 25 53 5 Updated Sep 19, 2024
  • prefixlm Public
    epfml/prefixlm’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Sep 6, 2024
  • CoBo Public
    epfml/CoBo’s past year of commit activity
    Python 0 0 0 0 Updated Sep 5, 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 140 MIT 32 1 2 Updated Sep 3, 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 Apache-2.0 0 1 0 Updated Sep 2, 2024
  • epfml/getting-started’s past year of commit activity
    Python 13 7 0 3 Updated Aug 29, 2024
  • epfml/llm-baselines’s past year of commit activity
    Python 68 MIT 19 2 3 Updated Aug 21, 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 29 MIT 10 2 2 Updated Jul 25, 2024
  • OptML_course Public

    EPFL Course - Optimization for Machine Learning - CS-439

    epfml/OptML_course’s past year of commit activity
    Jupyter Notebook 1,118 310 4 0 Updated Jun 27, 2024

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