API Reference - Models

Deep Reinforcement Learning

Model	Alternate Names	Use Cases
DeepQLearning	Deep Q Network	Best Self-Learning Player AIs, Best Recommendation Systems
DeepDoubleQLearningV1	Double Deep Q Network (2010)	Best Self-Learning Player AIs, Best Recommendation Systems
DeepDoubleQLearningV2	Double Deep Q Network (2015)	Best Self-Learning Player AIs, Best Recommendation Systems
DeepClippedDoubleQLearning	Clipped Deep Double Q Network	Best Self-Learning Player AIs, Best Recommendation Systems
DeepStateActionRewardStateAction	Deep SARSA	Safe Self-Learning Player AIs, Safe Recommendation Systems
DeepDoubleStateActionRewardStateActionV1	Double Deep SARSA	Safe Self-Learning Player AIs, Safe Recommendation Systems
DeepDoubleStateActionRewardStateActionV2	Double Deep SARSA	Safe Self-Learning Player AIs, Safe Recommendation Systems
DeepExpectedStateActionRewardStateAction	Deep Expected SARSA	Balanced Self-Learning Player AIs, Balanced Recommendation Systems
DeepDoubleExpectedStateActionRewardStateActionV1	Double Deep Expected SARSA	Balanced Self-Learning Player AIs, Balanced Recommendation Systems
DeepDoubleExpectedStateActionRewardStateActionV2	Double Deep Expected SARSA	Balanced Self-Learning Player AIs, Balanced Recommendation Systems
MonteCarloControl (May Need Further Refinement)	None	Online Self-Learning Player AIs
OffPolicyMonteCarloControl	None	Offline Self-Learning Player AIs
REINFORCE	None	Reward-Based Self-Learning Player AIs
VanillaPolicyGradient	VPG	Baseline-Based Self-Learning Player AIs
ActorCritic	AC	Critic-Based Self-Learning Player AIs
AdvantageActorCritic	A2C	Advantage-Based Self-Learning Player AIs
ProximalPolicyOptimization	PPO	Industry-Grade And Research-Grade Self-Learning Player And Vehicle AIs
ProximalPolicyOptimizationClip	PPO-Clip	Industry-Grade And Research-Grade Self-Learning Player And Vehicle AIs
SoftActorCritic	SAC	Self-Learning Vehicle AIs
DeepDeterministicPolicyGradient	DDPG	Self-Learning Vehicle AIs
TwinDelayedDeepDeterministicPolicyGradient	TD3	Self-Learning Vehicle AIs

Generative

Model	Alternate Names	Use Cases
Diffusion		Building And Image Generation
GenerativeAdversarialNetwork	GAN	Building And Image Generation
ConditionalGenerativeAdversarialNetwork	CGAN	Same As GAN, But Can Assign Classes
WassersteinGenerativeAdversarialNetwork	WGAN	Same As GAN, But More Stable
ConditionalWassersteinGenerativeAdversarialNetwork	CWGAN	Combination Of Both CGAN And WGAN

Others

Model	Alternate Names	Use Cases
RandomNetworkDistillation	RND	Intrinsic Reward Generation

BaseModels

BaseModel

ReinforcementLearningBaseModel

ReinforcementLearningActorCriticBaseModel