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@epfml

EPFL Machine Learning and Optimization Laboratory

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  1. OptML_course OptML_course Public

    EPFL Course - Optimization for Machine Learning - CS-439

    Jupyter Notebook 1.3k 335

  2. ML_course ML_course Public

    EPFL Machine Learning Course, Fall 2024

    Jupyter Notebook 1.3k 922

  3. sent2vec sent2vec Public

    General purpose unsupervised sentence representations

    C++ 1.2k 261

  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 423 35

  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 167 30

Repositories

Showing 10 of 61 repositories
  • TiMoE Public

    A time aware language modeling framework

    epfml/TiMoE’s past year of commit activity
    Python 1 0 0 0 Updated Aug 31, 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 167 Apache-2.0 30 60 12 Updated Aug 26, 2025
  • epfml/getting-started’s past year of commit activity
    Python 23 16 3 5 Updated Jul 18, 2025
  • OptML_course Public

    EPFL Course - Optimization for Machine Learning - CS-439

    epfml/OptML_course’s past year of commit activity
    Jupyter Notebook 1,330 335 5 1 Updated Jul 8, 2025
  • grad-norm-smooth Public

    Official implementation of "Gradient-Normalized Smoothness for Optimization with Approximate Hessians"

    epfml/grad-norm-smooth’s past year of commit activity
    Jupyter Notebook 0 Apache-2.0 0 0 0 Updated Jun 17, 2025
  • llm-baselines Public

    nanoGPT-like codebase for LLM training

    epfml/llm-baselines’s past year of commit activity
    Python 103 MIT 33 4 6 Updated May 16, 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
    Python 3 Apache-2.0 1 0 0 Updated May 16, 2025
  • CoMiGS Public
    epfml/CoMiGS’s past year of commit activity
    Python 0 Apache-2.0 0 0 0 Updated Apr 15, 2025
  • ML_course Public

    EPFL Machine Learning Course, Fall 2024

    epfml/ML_course’s past year of commit activity
    Jupyter Notebook 1,314 922 3 1 Updated Jan 22, 2025
  • 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 82 MIT 8 1 0 Updated Oct 30, 2024

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