Tresta

Building beautiful RL products, related to supply chain, gaming, Economics and Finance Domain!

1. Cartpole Solved using Stable-baselines Implemenation.
2. Cartpole using A2C: Synchronous Advantage Actor Critic Implementation.
3. DDQN implementation of Cart-Pole can be found here and also has comparison related to various epsilon-decay methods.

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Plots

1. Comparison of effect of epsilon-decay approach on DDQN implementation for Cartpole environment.

• 1.1. Linear Epsilon Decay

• 1.2. Exponential Epsilon Decay

• 1.3. Exponential-Squared Epsilon Decay

• 1.4. All epslion values

Customized Environments

1. 2D Maze Game

REFERENCES:

1. Cartpole custom A2C Implementation has been adapted from here.
2. DDQN custom Implementation has been majorly inspired from here.
3. RL trading has been adapted from here.
4. Trading environment has been used from here.