API Reference - Models
Deep Reinforcement Learning
| Model | Alternate Names | Use Cases |
|---|---|---|
| DeepQLearning | Deep Q Network | Self-Learning Fighting AIs, Self-Learning Parkouring AIs, Self-Driving Cars |
| DeepDoubleQLearningV1 | Double Deep Q Network (2010) | Same As Deep Q-Learning |
| DeepDoubleQLearningV2 | Double Deep Q Network (2015) | Same As Deep Q-Learning |
| DeepClippedDoubleQLearning | Clipped Double Deep Q Network | Same As Deep Q-Learning |
| DeepStateActionRewardStateAction | Deep SARSA | Same As Deep Q-Learning |
| DeepDoubleStateActionRewardStateActionV1 | Double Deep SARSA | Same As Deep Q-Learning |
| DeepDoubleStateActionRewardStateActionV2 | Double Deep SARSA | Same As Deep Q-Learning |
| DeepExpectedStateActionRewardStateAction | Deep Expected SARSA | Same As Deep Q-Learning |
| DeepDoubleExpectedStateActionRewardStateActionV1 | Double Deep Expected SARSA | Same As Deep Q-Learning |
| DeepDoubleExpectedStateActionRewardStateActionV2 | Double Deep Expected SARSA | Same As Deep Q-Learning |
| MonteCarloControl | None | Same As Deep Q-Learning |
| OffPolicyMonteCarloControl | None | Same As Deep Q-Learning |
| VanillaPolicyGradient | VPG | Same As Deep Q-Learning |
| REINFORCE | None | Same As Deep Q-Learning |
| ActorCritic | AC | Same As Deep Q-Learning |
| AdvantageActorCritic | A2C | Same As Deep Q-Learning |
| SoftActorCritic | SAC | Same As Deep Q-Learning |
| ProximalPolicyOptimization | PPO | Same As Deep Q-Learning |
| ProximalPolicyOptimizationClip | PPO-Clip | Same As Deep Q-Learning |
| DeepDeterministicPolicyGradient | DDPG | Same As Deep Q-Learning |
| TwinDelayedDeepDeterministicPolicyGradient | TD3 | Same As Deep Q-Learning |
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 |