CS 444 Spring 2025 Calendar

A calendar/plan for the semester.

Acknowledgement and Citations: Some of the material below was developed from:
  • The POGIL respository for Computer Science
  • the Berkeley AI project
  • Artificial Intelligence: A Modern Approach by Stuart Russell and Peter Norvig
W Date Lecture Topic Readings Activities Homework Project
1 22-Jan
  • What is AI
  • Intel Agents
Agents and Rationality PA 1
2 27-Jan Uninformed Search
BFS, DFS, IDS
Uninformed Search PA 2
29-Jan Graph Search vs. Tree Search Lab 1:Uninformed Search
3 3-Feb Uniform Cost and A* Search Informed Search
5-Feb Developing Heuristics Lab 2: Informed Search
4 10-Feb Mastery Quiz 1a
Local Search
Local Search PA 2 Due Feb 8
12-Feb Using Local Search methods to Solve N-Queens Lab 3: Local Search
5 17-Feb Mastery Quiz 1b
Constraint Satisifcation Problems with Backtracking
CSPs PA 3
19-Feb CSPs
  • Detecting Failure Early
  • Min-Conflicts
Lab 4: Min Conflicting Queeens
6 24-Feb Adversarial Search
  • Minimax Trees
  • Alpha Beta Pruning
Adversarial Search
26-Feb Expectimax, Utility Functions Adversarial Search with Uncertainty RQ 7
7 3-Mar MPQW7
5-Mar
  • Mastery Quiz 2a
  • Slack Day
HW6
8 10-Mar Markov Decision Processes 1 MDPs PA 3 Due Mar 5 (/pas/pacmanwithghosts/)
12-Mar Master Quiz 2b
Lab
Lab 5: Value Iteration
9 17-Mar Spring BREAK
24-Mar Spring BREAK
10 26-Mar Markov Decision Processes 2
31-Mar Reinforcement Learning 1 Reinforcement Learning
11 2-Apr Reinforcement Learning 2 Lab 7: Reinforcement Learning Crawler
7-Apr PA Work day
12 9-Apr
  • Mastery Quiz 3a
  • Proposition Logic and Logical Agents
Propositional Logic PA 4 Due Apr 2
14-Apr Theorm Proving and Resolution
13 16-Apr
  • Mastery Quiz 3b
  • FOL, Unification
First Order Logic
21-Apr FOL Resolution and Chaining
14 23-Apr
  • Mastery Quiz 4
  • Bayes Representations
Probability Review
28-Apr Bayes Variable Elimination Bayes
15 5-May Bayes Sampling
7-May
  • Hidden Markov Models
  • Mastery Quiz 5a
Last modified January 27, 2025: Lab 2 updates (98d86d0)