🕹️ 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.
Open-source alternatives to shangtongzhang/deeprl 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.…