Alternatives to

Ray

Open-source distributed computing for Python and ML at scale

11 approved alternatives Suggest an alternative

The most recently approved AI tools people use as an alternative to Ray (Open-source distributed computing for Python and ML at scale), newest first.

Seldon

Deploy and monitor machine-learning models on Kubernetes

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Modular

MAX and Mojo for fast portable AI inference

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SGLang

Fast serving framework for LLMs and multimodal models

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GitHub Copilot

The AI pair programmer most developers actually use

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Amazon Bedrock

One API for Claude, Llama, Titan, and more on AWS

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Cursor

AI-first code editor, forked from VS Code

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Ollama

Run open-source LLMs locally with one command

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LM Studio

Desktop app for downloading and running local LLMs

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Jan

Privacy-first desktop app for running AI models locally

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Azure OpenAI Service

Enterprise access to OpenAI models via Microsoft Azure

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