rl.rst

Reinforcement Learning

Reinforcement Learning is a powerful technique for learning when you have access to a simulator. That is, suppose that you have a high fidelity way of predicting the outcome of an experiment. This is perhaps a physics engine, perhaps a chemistry engine, or anything. And you'd like to solve some task within this engine. You can use reinforcement learning for this purpose.

Environments

deepchem.rl.Environment

deepchem.rl.GymEnvironment

Policies

deepchem.rl.Policy

A2C

deepchem.rl.a2c.A2C

deepchem.rl.a2c.A2CLossDiscrete

PPO

deepchem.rl.ppo.PPO

deepchem.rl.ppo.PPOLoss