rlpack.dqn Namespace Reference

This package implements the DQN methods. More...

Namespaces
namespace	dqn
namespace	dqn_agent
namespace	dqn_proportional_prioritization_agent
namespace	dqn_rank_based_prioritization_agent

Detailed Description

This package implements the DQN methods.

Currently following classes have been implemented:

• Dqn: This class is a helper class that selects the correct variant of DQN agent based on argument prioritization_params.
• DqnAgent: Implemented as rlpack.dqn.dqn_agent.DqnAgent this class implements the basic DQN methodology, i.e. without prioritization. It also acts as a base class for DQN agents with prioritization strategies.
• DqnProportionalPrioritizationAgent: Implemented as rlpack.dqn.dqn_proportional_prioritization_agent.DqnProportionalPrioritizationAgent this class implements the DQN with proportional prioritization.
• DqnRankBasedPrioritizationAgent: Implemented as rlpack.dqn.dqn_rank_based_prioritization_agent.DqnRankBasedPrioritizationAgent; this class implements the DQN with rank prioritization.