EPFL Machine Learning and Optimization Laboratory

Repositories

• ML_course

  EPFL Machine Learning Course, Fall 2019
  Jupyter Notebook 498 616 3 0 Updated Jan 17, 2021

• DeAI

  Decentralized privacy-preserving ML training software prototype on p2p networking stack
  JavaScript Apache-2.0 5 16 11 (3 issues need help) 4 Updated Dec 18, 2020

• attention-cnn

  Source code for "On the Relationship between Self-Attention and Convolutional Layers"
  Python Apache-2.0 99 759 2 0 Updated Dec 4, 2020

• powersgd

  Practical low-rank gradient compression for distributed optimization: https://arxiv.org/abs/1905.13727
  Python MIT 12 37 1 0 Updated Nov 20, 2020

• federated-learning-public-code
  Python 5 17 0 0 Updated Nov 7, 2020

• kubernetes-setup

  MLO group setup for kubernetes cluster
  Dockerfile 8 8 0 0 Updated Oct 14, 2020

• OptML_course

  EPFL Course - Optimization for Machine Learning - CS-439
  Jupyter Notebook 128 396 2 0 Updated Sep 13, 2020

• ChocoSGD

  Decentralized SGD and Consensus with Communication Compression: https://arxiv.org/abs/1907.09356
  Python Apache-2.0 13 25 1 0 Updated Sep 10, 2020

• sent2vec

  General purpose unsupervised sentence representations
  C++ 225 979 16 6 Updated Aug 13, 2020

• collaborative-attention

  Code for Multi-Head Attention: Collaborate Instead of Concatenate
  Python Apache-2.0 10 101 2 0 Updated Aug 10, 2020

• powergossip

  Code for "Practical Low-Rank Communication Compression in Decentralized Deep Learning"
  Python MIT 0 3 0 0 Updated Aug 4, 2020

• Bi-Sent2Vec

  Robust Cross-lingual Embeddings from Parallel Sentences
  C++ 1 10 0 0 Updated Jun 27, 2020

• ContinuityPlan

  Forked from indy-lab/ContinuityPlan

  Continuity Plan in accordance with https://www.epfl.ch/campus/security-safety/en/health/coronavirus-covid19/
  MIT 1 1 0 0 Updated Mar 18, 2020

• LocalSGD-Code
  Python Apache-2.0 6 27 0 0 Updated Mar 4, 2020

• autoTrain

  Open Challenge - Automatic Training for Deep Learning
  Python 3 21 0 0 Updated Jan 20, 2020

• error-feedback-SGD

  SGD with compressed gradients and error-feedback: https://arxiv.org/abs/1901.09847
  Jupyter Notebook MIT 7 16 2 0 Updated Oct 19, 2019

• 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
  Jupyter Notebook 3 15 0 0 Updated Jul 5, 2019

• correlating-tweets

  Correlating Twitter Language with Community-Level Health Outcomes: https://arxiv.org/abs/1906.06465
  Apache-2.0 0 0 2 0 Updated Jun 4, 2019

• cola

  CoLa - Decentralized Linear Learning: https://arxiv.org/abs/1808.04883
  Python Apache-2.0 5 15 0 0 Updated Jan 20, 2019

• sparsifiedSGD

  Sparsified SGD with Memory: https://arxiv.org/abs/1809.07599
  Jupyter Notebook Apache-2.0 7 38 1 0 Updated Oct 25, 2018

• 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"
  0 0 0 0 Updated Nov 23, 2017

• 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
  Jupyter Notebook 11 13 0 0 Updated Oct 29, 2017

• tensorflow

  Forked from tensorflow/tensorflow

  extension of distributed training to sparse linear models (L1 regularizers, using primal CoCoA, instead of dual CoCoA for the L2 case in default tensorflow), by @LiamHe
  Python Apache-2.0 83,800 0 0 0 Updated Feb 12, 2017