Lecture #
Date
Topic
Lecture
Reading Material
1
4th Feb
Course Overview , AI - Introduction, History

Tim Jones - Chapter 1
2
8th Feb
Problem solving as search, Search Space, DFS, BFS

Tim Jones - Chapter 2
3
11th Feb
DFS, BFS, Iterative Deepening Search, Informed Searches

Tim Jones - Chapter 2
4
15th Feb
Best-first search, A* Search

Tim Jones - Chapter 3
5
18th Feb
Greedy Search, Hill Climbing, Global vs loval mimima, Search in adversarial
games

Tim Jones - Chapter 4
6
23rd Feb
Minimax Algorithm,
Alpha-beta pruning


7
25th Feb
Quiz, Alpha-beta pruning, Machine Learning Intro

Tim Jones - Chapter 6
Data Mining - Concepts & Techniques (Han, Kamber) - Chapter 6
8
29th Feb
Decision Trees, GINI Index

im Jones - Chapter 6
Data Mining - Concepts & Techniques (Han, Kamber) - Chapter 6
9
3rd Mar
Decision Tree Induction, Entropy, Classification Accuracy

Tim Jones - Chapter 6
Data Mining - Concepts & Techniques (Han, Kamber) - Chapter 6
10
7th Mar
Naive Bayes Classification

Data Mining - Concepts & Techniques (Han, Kamber) - Chapter 6


Term Exam - 1


11
21st Mar
Review of Exam copies,
Naive Bayes Classification,


12
24th Mar
Neural Networks


13
28th Mar
Neural Networks


14
7th Apr
Clustering, k-means


15
8th Apr
K-means algorithm


16
8th Apr
Weka, KNIME,

Download links:
Weka: http://www.softpedia.com/get/Internet/Servers/Database-Utils/Weka.shtml

KNIME:
http://www.knime.org/node/81
17
11th Apr
Logic and Reasoning - Propositional & Predicate logic

SWI-Prolog Download:
http://www.swi-prolog.org/Download.html

Prolog Samples:
http://www.csse.monash.edu.au/~lloyd/tildeLogic/Prolog.toy/Examples/
18
14th Apr
Prolog Samples,
Probabilistic Reasoning


19
18th Apr
Revision, Project Discussions




TERM EXAM - II


20
28th Apr
Bayesian Networks


21
2nd Apr
Inference in Bayesian network


22
5th Apr
d-seperation, Markov Blanket
Serial, Converging, and Diverging Connections,


23
9th Apr
GeNie, Term Exam-II result

http://genie.sis.pitt.edu/downloads.html
24

Evolutionary Algorithms



25

Evolutionary Algorithms


26

Swarm Intelligence


27

Swarm Intelligence


28

Kinect


29-30

Project Demos