An Open Source Machine Learning Framework for Everyone
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Learn how to develop, deploy and iterate on production-grade ML applications.
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
Distributed Task Queue (development branch)
⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.
PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
A hyperparameter optimization framework
Modin: Scale your Pandas workflows by changing a single line of code
Build, Manage and Deploy AI/ML Systems
🪓 An orchestration engine for background tasks, AI agents, and durable workflows
H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.
Real-time monitor and web admin for Celery distributed task queue
Python Stream Processing
Asynchronous Python framework for event-driven services. A thin client for Kafka, RabbitMQ, NATS, Redis and MQTT with full access to native broker features, plus AsyncAPI docs, in-memory tests and observability out of the box.
A fast and reliable background task processing library for Python 3.
Superduper: End-to-end framework for building custom AI applications and agents.
OpenDILab Decision AI Engine. The Most Comprehensive Reinforcement Learning Framework B.P.
Accelerated deep learning R&D
Distributed task queue with full async support
Apache DataFusion Ballista Distributed Query Engine
A distributed task scheduler for Dask
A library for event sourcing in Python.
Distributed Stream Processing