This project implements a Blackjack environment using Gymnasium and a PPO agent using Stable Baselines 3.
You can customize the number of decks in the game by changing the --deck_size argument.
Motivation: if we include seencards history in the state, can we imporve the odds.
State:
- Probabilities of each card in the deck.
- Entropy of the deck.
- Player's hand value.
- Dealer's visible card.
Actions:
- No Bet
- Bet
- Hit
- Stand
- Double
Rewards:
- Pealize for invalid actions.
- Penalize propotional to entory. To encourage the agent to bet more as we get more information (from seen cards)