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Course

Spinning Up in Deep RL

OpenAI's educational resource for learning deep reinforcement learning.

  • Rating

    4.7 / 5

  • Pricing

    Free

  • Difficulty

    Advanced

  • Works on

    Web

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What is Spinning Up in Deep RL?

Spinning Up is OpenAI's educational resource for deep reinforcement learning — clear explanations of key algorithms, implementations, exercises and a curated paper list designed to take you from basics to research-level understanding.

Third-party open-source projects. We are not affiliated with their authors; repositories are provided as-is by their maintainers. Review each project's license, code and security before installing. See our Disclaimer.

Pros: what Spinning Up in Deep RL does well

  • Clear, structured path into deep RL
  • Includes runnable algorithm implementations
  • From OpenAI's research team

Cons: where it falls short

  • No longer actively updated
  • Assumes ML and math background

Who Spinning Up in Deep RL is for

Learners and researchers getting into reinforcement learning seriously.

Who can skip it

People focused purely on applied LLM work.

Spinning Up in Deep RL alternatives

Not sold on Spinning Up in Deep RL? These do a similar job, and each card says what it has in common.

Dive into Deep Learning

Focus: deep learning, book and pytorch. Shares course and open source with Spinning Up in Deep RL. Rated 4.9 (Spinning Up in Deep RL: 4.7).

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LLM Course

Focus: llm, roadmap and colab. Shares course and open source with Spinning Up in Deep RL. Rated 4.8 (Spinning Up in Deep RL: 4.7).

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Train LLM From Scratch

Focus: llm, training and machine learning. Shares open source and education with Spinning Up in Deep RL. Same 4.7 rating.

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fast.ai

Focus: deep learning, machine learning and free. Shares course with Spinning Up in Deep RL. Rated 4.8 (Spinning Up in Deep RL: 4.7).

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Free alternatives to Spinning Up in Deep RL

Want to spend nothing? These free picks cover similar ground.

AI Agents for Beginners

Focus: ai agents, microsoft and lessons. Shares course and open source with Spinning Up in Deep RL. Rated 4.8 (Spinning Up in Deep RL: 4.7).

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Made With ML

Focus: machine learning, mlops and production ml. Shares course and open source with Spinning Up in Deep RL. Rated 4.8 (Spinning Up in Deep RL: 4.7).

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micrograd

Focus: autograd, neural networks and karpathy. Shares education and open source with Spinning Up in Deep RL. Rated 4.8 (Spinning Up in Deep RL: 4.7).

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nanoGPT

Focus: gpt, llm and training. Shares open source with Spinning Up in Deep RL. A framework, not a course. Adds macOS, Windows and Linux. Rated 4.8 (Spinning Up in Deep RL: 4.7).

FrameworkFreemacOS, Windows

Awesome LLM

Focus: llm, awesome list and papers. Shares open source with Spinning Up in Deep RL. A website, not a course. Same 4.7 rating.

WebsiteFreeWeb
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