UIUC-ECE448-Artificial-Intelligence

2018 Spring

Assignment 1: Search

https://courses.engr.illinois.edu/ece448/sp2018/mp1.html

Part 1: Pac-Man

Part 1.1: Basic pathfinding

Part 1.2: Search with multiple dots

Assignment 2: Smart Manufacturing, Two-Player Games

https://courses.engr.illinois.edu/ece448/sp2018/mp2.html

Part 2: Game of Gomoku (Five-in-a-Row)

Part 2.1: Reflex Agent

Part 2.2: Minimax and Alpha-beta Agents

Part 2.3: Stochastic search

Assignment 3: Pattern Recognition

https://courses.engr.illinois.edu/ece448/sp2018/mp3/mp3.html

Part 1: Naive Bayes Classifiers on Digit classification

Part 1.1: Single pixels as features

Part 1.2: Pixel groups as features

Assignment 4: Reinforcement Learning and Deep Learning

https://courses.engr.illinois.edu/ece448/sp2018/assignment4.html

Part 1: Q-Learning (Pong)

Part 1.1: Single-Player Pong

Part 1.2: Environment Changed

Part 2: Behavioral Cloning and Deep Learning (Pong)

Part 2.1: Policy Behavioral Cloning

Part 2.2: Behavior Cloning Using Advantages Esimation