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ML_course
EPFL Machine Learning Course, Fall 2024sent2vec
General purpose unsupervised sentence representationsOptML_course
EPFL Course - Optimization for Machine Learning - CS-439attention-cnn
Source code for "On the Relationship between Self-Attention and Convolutional Layers"landmark-attention
Landmark Attention: Random-Access Infinite Context Length for Transformersfederated-learning-public-code
disco
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.collaborative-attention
Code for Multi-Head Attention: Collaborate Instead of Concatenatepowersgd
Practical low-rank gradient compression for distributed optimization: https://arxiv.org/abs/1905.13727dynamic-sparse-flash-attention
DenseFormer
llm-baselines
ChocoSGD
Decentralized SGD and Consensus with Communication Compression: https://arxiv.org/abs/1907.09356sparsifiedSGD
Sparsified SGD with Memory: https://arxiv.org/abs/1809.07599optML-pku
summer school materialsLocalSGD-Code
error-feedback-SGD
SGD with compressed gradients and error-feedback: https://arxiv.org/abs/1901.09847interpret-lm-knowledge
Extracting knowledge graphs from language models as a diagnostic benchmark of model performance (NeurIPS XAI 2021).byzantine-robust-optimizer
Learning from history for Byzantine RobustnessBi-Sent2Vec
Robust Cross-lingual Embeddings from Parallel Sentencesopt-summerschool
Short Course on Optimization for Machine Learning - Slides and Practical Labs - DS3 Data Science Summer School, June 24 to 28, 2019, Paris, Francecola
CoLa - Decentralized Linear Learning: https://arxiv.org/abs/1808.04883opt-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, Switzerlandpowergossip
Code for "Practical Low-Rank Communication Compression in Decentralized Deep Learning"byzantine-robust-noniid-optimizer
X2Static
X2Static embeddingskubernetes-setup
MLO group setup for kubernetes clustertopology-in-decentralized-learning
Code related to ’Beyond spectral gap: The role of the topology in decentralized learning‘.quasi-global-momentum
relaysgd
Code for the paper “RelaySum for Decentralized Deep Learning on Heterogeneous Data”piecewise-affine-multiplication
rotational-optimizers
byzantine-robust-decentralized-optimizer
uncertainity-estimation
Code for the paper “The Peril of Popular Deep Learning Uncertainty Estimation Methods”getting-started
text_to_image_generation
easy-summary
difficulty-guided text summarizationFeAI
Federated Learning with TensorFlow.jsghost-noise
autoTrain
Open Challenge - Automatic Training for Deep Learningpax
JAX-like API for PyTorchpersonalized-collaborative-llms
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