OpenAI Spinning Up in Deep RL

Descriptions

• Source: OpenAI
• Prerequisites: Deep learning basics, Python
• Programming Language: Python (PyTorch / TensorFlow)
• Difficulty: 🌟🌟🌟
• Class Hour: 30+

Spinning Up is OpenAI's deep RL getting-started guide, with tutorials, code implementations, and key paper recommendations.

Resources

• Website: spinningup.openai.com
• GitHub: openai/spinningup

Content

• RL Foundations (MDP, Policy, Value Functions)
• Core Algorithm Implementations (VPG, PPO, DDPG, TD3, SAC)
• Key Paper Recommendations

Tips

Run through each algorithm's code. Spinning Up's implementations are clean and great for learning.

Notes

Spinning Up is the best hands-on guide for getting started with deep RL.