Stable Baselines

E99657

Stable Baselines is a popular Python library that provides reliable, well-tested implementations of reinforcement learning algorithms built on top of OpenAI Baselines.

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Predicate Object
instanceOf Python library
reinforcement learning library
software library
basedOn OpenAI Baselines
category machine learning software
open-source software
compatibleWith NumPy
TensorFlow (original versions)
developedIn Python ecosystem
focusesOn ease of use for RL practitioners
reproducible reinforcement learning research
goal provide reliable RL algorithm implementations
standardize RL research codebases
hasDocumentation online documentation website
hasFeature logging utilities
model saving and loading
tensorboard integration
unified interface for RL algorithms
vectorized environments
hasSuccessor Stable Baselines self-linksurface differs
surface form: Stable Baselines3
hostedOn GitHub
implements reinforcement learning algorithms
license MIT License NERFINISHED
programmingLanguage Python
provides reliable implementations of RL algorithms
well-tested implementations of RL algorithms
relatedTo OpenAI Baselines
Stable Baselines self-linksurface differs
surface form: Stable Baselines3
supports actor-critic methods
continuous action spaces
discrete action spaces
parallel environment execution
policy gradient methods
value-based methods
supportsAlgorithm A2C
ACKTR
DDPG
DQN
PPO
SAC
TD3
supportsEnvironmentInterface Gymnasium
OpenAI Gym
targetUser data scientists
machine learning researchers
reinforcement learning practitioners
usedFor applied reinforcement learning projects
benchmarking RL algorithms
training reinforcement learning agents
writtenIn Python

Referenced by (5)

Full triples — surface form annotated when it differs from this entity's canonical label.

PettingZoo compatibleWith Stable Baselines
this entity surface form: Stable-Baselines3 (via wrappers)
Stable Baselines hasSuccessor Stable Baselines self-linksurface differs
this entity surface form: Stable Baselines3
OpenAI Baselines inspired Stable Baselines
OpenAI Baselines relatedTo Stable Baselines
Stable Baselines relatedTo Stable Baselines self-linksurface differs
this entity surface form: Stable Baselines3