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The Top 23 Machine Learning Distributed Computing Open Source Projects

Open source projects categorized as Machine Learning Distributed Computing
Categories > Software Architecture > Distributed Computing
Categories > Machine Learning > Machine Learning
Qix ⭐ 13,926
Machine Learning、Deep Learning、PostgreSQL、Distributed System、Node.Js、Golang
most recent commit 2 years ago
Catalyst ⭐ 3,151
Accelerated deep learning R&D
dependent packages 19total releases 108most recent commit 10 months agopypi catalyst} Downloads
Alpa ⭐ 2,878
Training and serving large-scale neural networks with auto parallelization.
total releases 13most recent commit 4 months ago
Fugue ⭐ 1,821
A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.
dependent packages 23total releases 125most recent commit 3 months agopypi fugue} Downloads
Rl ⭐ 1,658
A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
dependent packages 5total releases 42most recent commit 3 months agopypi torchrl} Downloads
Awesome Federated Machine Learning ⭐ 1,425
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
most recent commit 3 months ago
Vizier ⭐ 1,142
Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
dependent packages 3total releases 35most recent commit 3 months agopypi google-vizier} Downloads
Sparkit Learn ⭐ 1,054
PySpark + Scikit-learn = Sparkit-learn
total releases 13most recent commit 3 years ago
Daft ⭐ 1,012
Distributed DataFrame for Python designed for the cloud, powered by Rust
dependent packages 3total releases 53most recent commit 3 months agopypi getdaft} Downloads
Fiber ⭐ 864
Distributed Computing for AI Made Simple
total releases 6most recent commit 3 years ago
Couler ⭐ 847
Unified Interface for Constructing and Managing Workflows on different workflow engines, such as Argo Workflows, Tekton Pipelines, and Apache Airflow.
most recent commit 6 months ago
Bagua ⭐ 842
Bagua Speeds up PyTorch
dependent packages 1total releases 16most recent commit 10 months agopypi bagua-cuda116} Downloads
Openfl ⭐ 657
An open framework for Federated Learning.
total releases 9most recent commit 14 days ago
Atm ⭐ 481
Auto Tune Models - A multi-tenant, multi-data system for automated machine learning (model selection and tuning).
total releases 14most recent commit 4 years ago
Awesome Federated Computing ⭐ 448
📚 👓 A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.
most recent commit 9 months ago
Yggdrasil Decision Forests ⭐ 403
A library to train, evaluate, interpret, and productionize decision forest models such as Random Forest and Gradient Boosted Decision Trees.
total releases 8most recent commit 3 months ago
Easyfl ⭐ 395
An experimental platform to quickly realize and compare with popular centralized federated learning algorithms. A realization of federated learning algorithm on fairness (FedFV, Federated Learning with Fair Averaging, https://fanxlxmu.github.io/publication/ijcai2021/) was accepted by IJCAI-21 (https://www.ijcai.org/proceedings/2021/223).
most recent commit 3 months ago
Persia ⭐ 369
High performance distributed framework for training deep learning recommendation models based on PyTorch.
total releases 174most recent commit 4 months ago
Paracel ⭐ 326
Distributed training framework with parameter server
most recent commit 7 years ago
Python Seminar ⭐ 310
Python for Data Science (Seminar Course at UC Berkeley; AY 250)
most recent commit 2 years ago
Awesome Distributed Deep Learning ⭐ 309
A curated list of awesome Distributed Deep Learning resources.
most recent commit 2 years ago
Bluefog ⭐ 282
Distributed and decentralized training framework for PyTorch over graph
total releases 10most recent commit a year ago
Swarm Learning ⭐ 275
A simplified library for decentralized, privacy preserving machine learning
most recent commit 6 months ago
The 8 Most Depended On Machine Learning Distributed Computing Open Source Projects
Catalyst ⭐ 3,151
Accelerated deep learning R&D
dependent packages 19total releases 108latest release April 29, 2022most recent commit 10 months agopypi catalyst} Downloads
Rl ⭐ 1,658
A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
dependent packages 5total releases 42latest release October 25, 2023most recent commit 3 months agopypi torchrl} Downloads
Vizier ⭐ 1,142
Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
dependent packages 3total releases 35latest release November 30, 2023most recent commit 3 months agopypi google-vizier} Downloads
Daft ⭐ 1,012
Distributed DataFrame for Python designed for the cloud, powered by Rust
dependent packages 3total releases 53latest release December 05, 2023most recent commit 3 months agopypi getdaft} Downloads
Tune ⭐ 30
An abstraction layer for parameter tuning
dependent packages 1total releases 26latest release July 06, 2022most recent commit a year agopypi tune} Downloads
Replay ⭐ 109
A Comprehensive Framework for Building End-to-End Recommendation Systems with State-of-the-Art Models
dependent packages 1total releases 14latest release November 24, 2023most recent commit 3 months agopypi replay-rec} Downloads
Bagua ⭐ 842
Bagua Speeds up PyTorch
dependent packages 1total releases 16latest release November 17, 2022most recent commit 10 months agopypi bagua-cuda116} Downloads
The 10 Latest Releases In Machine Learning Distributed Computing Open Source Projects
Daft ⭐ 1,012
Distributed DataFrame for Python designed for the cloud, powered by Rust
dependent packages 3total releases 53latest release December 05, 2023most recent commit 3 months agopypi getdaft} Downloads
Vizier ⭐ 1,142
Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
dependent packages 3total releases 35latest release November 30, 2023most recent commit 3 months agopypi google-vizier} Downloads
Replay ⭐ 109
A Comprehensive Framework for Building End-to-End Recommendation Systems with State-of-the-Art Models
dependent packages 1total releases 14latest release November 24, 2023most recent commit 3 months agopypi replay-rec} Downloads
Dislib ⭐ 41
The Distributed Computing library for python implemented using PyCOMPSs programming model for HPC.
total releases 19latest release November 10, 2023most recent commit 4 months ago
Covalent Ssh Plugin ⭐ 8
Executor plugin interfacing Covalent with remote backends using SSH
total releases 31latest release October 31, 2023most recent commit 3 months ago
Rl ⭐ 1,658
A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
dependent packages 5total releases 42latest release October 25, 2023most recent commit 3 months agopypi torchrl} Downloads
Openfl ⭐ 657
An open framework for Federated Learning.
total releases 9latest release October 24, 2023most recent commit 14 days ago
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