Derek Bridge

CS4618: Artificial Intelligence I

This module is kept under constant revision. Please do not rely on materials from 2016 or earlier.

Lecture number Lecture description Lecture resources
1 Introduction notes (pdf)
2 Agents notes (pdf)
3 Genetic Algorithms notes (pdf)
4 Reinforcement Learning notes (pdf)
5 Deliberative Agents notes (pdf)
6 Searching State Spaces notes (pdf)
7 More Search Strategies notes (pdf)
8 Pathfinding notes (pdf)
9 Matrices and Vectors notes (pdf)
10 Datasets notes (pdf)
11 Dimensionality Reduction notes (pdf)
12 Non-numeric Features notes (pdf)
13 Clustering notes (pdf)
14 Clustering, continued notes (pdf)
15 Prediction notes (pdf)
16 Data Preparation notes (pdf)
17 Linear Models notes (pdf)
18 Error Estimation notes (pdf)
19 Logistic Regression notes (pdf)
20 Accuracy Estimation notes (pdf)
Jupyter notebooks (24/10/2018) tar
General
Continuous Assessment, 2018 txt
dataset_statements.tsv