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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 1.3k 919

  2. OptML_course OptML_course Public

    EPFL Course - Optimization for Machine Learning - CS-439

    TeX 1.2k 324

  3. sent2vec sent2vec Public

    General purpose unsupervised sentence representations

    C++ 1.2k 256

  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 421 36

  6. disco 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.

    TypeScript 160 28

Repositories

Showing 10 of 59 repositories
  • llm-baselines Public

    nanoGPT-like codebase for LLM training

    epfml/llm-baselines’s past year of commit activity
    Python 89 MIT 25 3 5 Updated Feb 20, 2025
  • OptML_course Public

    EPFL Course - Optimization for Machine Learning - CS-439

    epfml/OptML_course’s past year of commit activity
    TeX 1,213 324 5 0 Updated Feb 19, 2025
  • 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 160 Apache-2.0 28 58 9 Updated Feb 19, 2025
  • fineweb2-hq Public

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

    epfml/fineweb2-hq’s past year of commit activity
    0 MIT 0 0 0 Updated Feb 13, 2025
  • ML_course Public

    EPFL Machine Learning Course, Fall 2024

    epfml/ML_course’s past year of commit activity
    Jupyter Notebook 1,279 919 3 1 Updated Jan 22, 2025
  • epfml/getting-started’s past year of commit activity
    Python 19 11 1 3 Updated Nov 5, 2024
  • schedules-and-scaling Public

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

    epfml/schedules-and-scaling’s past year of commit activity
    Python 70 MIT 3 0 0 Updated Oct 30, 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 146 MIT 33 1 1 Updated Oct 29, 2024
  • CoBo Public
    epfml/CoBo’s past year of commit activity
    Python 0 0 0 0 Updated Oct 22, 2024
  • CoMiGS Public
    epfml/CoMiGS’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Oct 2, 2024

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