How this analysis was created: This summary and feature list are AI-generated from collected project material and can contain mistakes. Stars, license and language are imported from GitHub. Inclusion does not mean that we have tested or audited this project. Check the source documentation for any feature you depend on. Learn more on our About page.
🕹️ A diverse suite of scalable reinforcement learning environments in JAX
Baselines is a comprehensive suite of frameworks for reinforcement learning algorithm implementation, imitation learning, and training orchestration. It provides a library of standardized learning algorithms used to benchmark and replicate research results, alongside a deep learning policy framework for constructing neural network architectures such as multi-layer perceptrons, convolutional networks, and long short-term memory networks. The project includes a specialized imitation learning toolkit that enables agents to mimic expert behavior through behavior cloning and generative adversarial
Dopamine is a reinforcement learning research framework designed for prototyping and testing algorithms across diverse simulated environments. It provides an agent development toolkit that utilizes a flat class hierarchy to facilitate the creation and extension of learning agents. The framework includes a standardization layer via environment wrappers that connect agents to various physics simulations and gaming environments. It also features a high-performance experience replay buffer for storing and sampling transition data to improve training stability, alongside a dedicated hyperparameter
ChainerRL is a deep reinforcement learning library built on top of Chainer.
Modularized Implementation of Deep RL Algorithms in PyTorch
The main features of shangtongzhang/deeprl are: Algorithm Implementations, Reinforcement Learning, Reinforcement Learning Frameworks.
Projects with overlapping indexed features include: instadeepai/jumanji — 🕹️ A diverse suite of scalable reinforcement learning environments in JAX. openai/baselines — Baselines is a comprehensive suite of frameworks for reinforcement learning algorithm implementation, imitation… google/dopamine — Dopamine is a reinforcement learning research framework designed for prototyping and testing algorithms across diverse… huggingface/trl — This library provides a comprehensive framework for fine-tuning, aligning, and distilling transformer-based language… aunum/gold — Reinforcement Learning in Go. alibaba/roll — ROLL is a distributed reinforcement learning framework and model alignment toolkit designed for large language models.…