Requirements and Run

For .venv creation

python -m venv .venv

.\.venv\Scripts\Activate.ps1 // for PowerShell
.\.venv\Scripts\activate.bat // for cmd

Dependencies

pip install -U pip
pip install gymnasium
pip install torch
pip install matplotlib

Run Commands

python blackjack.py -q [question number]

For example to run question 2 (recurrent actor-critic for both lstm and gru), you have to run

python blackjack.py -q 2

The notebook for the multi-agent was run on kaggle.

The images/ and results/ contain the plots and the results of the experiments for question 3. The names of the plots contain the hyperparameters of each one.

Files

• Agent.py : contains the Agent, Actor, Critic and the FNN class required for task 1
• blackjack.py : contains the main for the task 1. There i initialize the environment and run all the expereiments.
• maddpg-drl-assignment: contains the code for task 2. It is a notebook i created and run on kaggle.