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JohnJim0816
2021-04-04 16:59:03 +08:00
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@@ -15,8 +15,6 @@ The code structure mainly contains several scripts as following：
* ```agent.py``` core algorithms, include a python Class with functions(choose action, update)
* ```main.py``` main function
Note that ```model.py```,```memory.py```,```plot.py``` shall be utilized in different algorithms，thus they are put into ```common``` folder。
## Runnig Environment
@@ -28,23 +26,23 @@ run ```main.py``` or ```main.ipynb```
## Schedule
| Name | Related materials | Used Envs | Notes |
| :----------------------------------------------------------: | :---------------------------------------------------------: | ------------------------------------------------------------ | :----------------------------------------------------------: |
| [On-Policy First-Visit MC](./MonteCarlo) | | [Racetrack](./envs/racetrack_env.md) | |
| [Q-Learning](./QLearning) | | [CliffWalking-v0](./envs/gym_info.md) | |
| [Sarsa](./Sarsa) | | [Racetrack](./envs/racetrack_env.md) | |
| [DQN](./DQN) | [DQN-paper](https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf) | [CartPole-v0](./envs/gym_info.md) | |
| [DQN-cnn](./DQN_cnn) | [DQN-paper](https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf) | [CartPole-v0](./envs/gym_info.md) | |
| [DoubleDQN](./DoubleDQN) | | [CartPole-v0](./envs/gym_info.md) | not well |
| Hierarchical DQN | [Hierarchical DQN](https://arxiv.org/abs/1604.06057) | | |
| [PolicyGradient](./PolicyGradient) | | [CartPole-v0](./envs/gym_info.md) | |
| A2C | | [CartPole-v0](./envs/gym_info.md) | |
| A3C | | | |
| SAC | | | |
| [PPO](./PPO) | [PPO paper](https://arxiv.org/abs/1707.06347) | [CartPole-v0](./envs/gym_info.md) | |
| DDPG | [DDPG Paper](https://arxiv.org/abs/1509.02971) | [Pendulum-v0](./envs/gym_info.md) | |
| TD3 | [Twin Dueling DDPG Paper](https://arxiv.org/abs/1802.09477) | | |
| GAIL | | | |
| Name | Related materials | Used Envs | Notes |
| :--------------------------------------: | :---------------------------------------------------------: | ------------------------------------- | :------: |
| [On-Policy First-Visit MC](./MonteCarlo) | | [Racetrack](./envs/racetrack_env.md) | |
| [Q-Learning](./QLearning) | | [CliffWalking-v0](./envs/gym_info.md) | |
| [Sarsa](./Sarsa) | | [Racetrack](./envs/racetrack_env.md) | |
| [DQN](./DQN) | [DQN-paper](https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf) | [CartPole-v0](./envs/gym_info.md) | |
| [DQN-cnn](./DQN_cnn) | [DQN-paper](https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf) | [CartPole-v0](./envs/gym_info.md) | |
| [DoubleDQN](./DoubleDQN) | | [CartPole-v0](./envs/gym_info.md) | not well |
| [Hierarchical DQN](HierarchicalDQN) | [Hierarchical DQN](https://arxiv.org/abs/1604.06057) | [CartPole-v0](./envs/gym_info.md) | |
| [PolicyGradient](./PolicyGradient) | | [CartPole-v0](./envs/gym_info.md) | |
| A2C | | [CartPole-v0](./envs/gym_info.md) | |
| A3C | | | |
| SAC | | | |
| [PPO](./PPO) | [PPO paper](https://arxiv.org/abs/1707.06347) | [CartPole-v0](./envs/gym_info.md) | |
| [DDPG](./DDPG) | [DDPG Paper](https://arxiv.org/abs/1509.02971) | [Pendulum-v0](./envs/gym_info.md) | |
| TD3 | [Twin Dueling DDPG Paper](https://arxiv.org/abs/1802.09477) | | |
| GAIL | | | |
## Refs