dytsou/ai2024

Intro. to AI 2024 Spring (Y. T. Chen)

HW1 Face Detection

Use Viola-Jones algorithm to detect faces in images.

HW2 Route Planning

Use BFS, DFS, UCS, A* algorithm to find the shortest path between two points on a map. And also use A* algorithm to find the fastest path between two points on a map.

HW3 Pacman

Use Minimax, Alpha-Beta Pruning, Expectimax algorithm and evaluation function to implement the pacman game.

HW4 Reinforcement Learning

Use Q-learning algorithm to implement Taxi-v3 game, CartPole-v0 game and use DQN algorithm to implement CartPole-v0 game. Compare the performance of Q-learning and DQN algorithm.

HW5 Improve LLM Prompt

Design a task for the LLM model and improve the model's performance.