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awesome-deeplearning-resources

Deep Learning and deep reinforcement learning research papers and some codes

awesome-mlops

A curated list of references for MLOps

awesome-production-machine-learning

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

awesome-system-for-machine-learning

A curated list of research in machine learning systems (MLSys). Paper notes are also provided.

colossalai

Colossal-AI: A Unified Deep Learning System for Big Model Era

colossalai-benchmark

Performance benchmarking with ColossalAI

colossalai-examples

Examples of training models with hybrid parallelism using ColossalAI

colossalchat

ColossalChat is the project to implement LLM with RLHF, powered by the Colossal-AI project.

fastfold

Optimizing Protein Structure Prediction Model Training and Inference on GPU Clusters

lars-imagenet-pytorch

Accuracy 77%. Large batch deep learning optimizer LARS for ImageNet with PyTorch and ResNet, using Horovod for distribution. Optional accumulated gradient and NVIDIA DALI dataloader.

metaseq

Repo for external large-scale work

oh-my-server

open-sora

Building your own video generation model like OpenAI's Sora

openmoe

A family of open-sourced Mixture-of-Experts (MoE) Large Language Models

palm-colossalai

Scalable PaLM implementation of PyTorch

pytorch-lamb

PyTorch implementation of LAMB for ImageNet/ResNet-50 training

pytorch-vit

skycomputing

Sky Computing: Accelerating Geo-distributed Computing in Federated Learning

tensornvme

A Python library transfers PyTorch tensors between CPU and NVMe

toy-vit