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An educational resource to help anyone learn deep reinforcement learning.
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openai/spinningup
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Status: Maintenance (expect bug fixes and minor updates)
This is an educational resource produced by OpenAI that makes it easier to learn about deep reinforcement learning (deep RL).
For the unfamiliar:reinforcement learning (RL) is a machine learning approach for teaching agents how to solve tasks by trial and error. Deep RL refers to the combination of RL withdeep learning.
This module contains a variety of helpful resources, including:
- a shortintroduction to RL terminology, kinds of algorithms, and basic theory,
- anessay about how to grow into an RL research role,
- acurated list of important papers organized by topic,
- a well-documentedcode repo of short, standalone implementations of key algorithms,
- and a fewexercises to serve as warm-ups.
Get started atspinningup.openai.com!
If you reference or use Spinning Up in your research, please cite:
@article{SpinningUp2018, author = {Achiam, Joshua}, title = {{Spinning Up in Deep Reinforcement Learning}}, year = {2018}}
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An educational resource to help anyone learn deep reinforcement learning.
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