Lecture #
Date
Topic
Lecture
Reading Material
1
7th Feb
Course Overview , AI - Introduction, History

Tim Jones - Chapter 1,
2
12th Feb
Problem solving as search, Search Space, DFS, BFS

Tim Jones - Chapter 2,
S.Russel & P.Norvig - Chapter - 3
3
14th Feb
Informed Searches, Best-first search,
A* Search

Tim Jones - Chapter 2
S.Russel & P.Norvig - Chapter - 3
4
21st Feb
A* Search,
Greedy Search, Hill Climbing, Global vs local mimima,

Tim Jones - Chapter 3

S.Russel & P.Norvig - Chapter - 3
5
26th Feb
Simulated Annealing, Search in adversarial
games,
Minimax Algorithm

Tim Jones - Chapter 4
S.Russel & P.Norvig - Chapter - 3
6
28th Feb
Minimax Algorithm,
Alpha-beta pruning,


7
1st Mar
Machine Learning
Classification using Decision Tree

Tim Jones - Chapter 6Data Mining - Concepts & Techniques (Han, Kamber) - Chapter 6
8
5th Mar
Decision Tree Induction, GINI Index, Entropy

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

8th Mar
CANCELLED




Term Exam - 1


9
9th Mar
Naive Bayes

Tim Jones - Chapter 6
Data Mining - Concepts & Techniques (Han, Kamber) - Chapter 6
10
21st Mar
Classification Accuracy (Precision, Recall etc)

Artificial Neural Networks

Tim Jones - Chapter 6
Data Mining - Concepts & Techniques (Han, Kamber) - Chapter 6
11
26th Mar
Artificial Neural Networks

Data Mining - Concepts & Techniques (Han, Kamber) - Chapter 6
12
28th Mar
Demo of Weka, KNIME

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

KNIME:
http://www.knime.org/node/81
13
2nd Apr
Clustering, K-means


14
9th Apr
K-means, Project Proposals


15
11th Apr
Evolutionary Algorithms


16
12th Apr
Evolutionary Algorithms


17
12th Apr
Swam Intelligence ( Ant Colony Optimization)


18
16th Apr
Ant Colony Optimization


19
18th Apr
Project Discussions





TERM EXAM II

20
30 Apr
Logic & Reasoning


21
2nd May
First Order Logic, Prolog

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

Prolog Samples:
http://www.csse.monash.edu.au/~lloyd/tildeLogic/Prolog.toy/Examples/
22
7th May
Bayesian Networks

Download GeNie from:http://genie.sis.pitt.edu/index.php/downloads

9th May

Cancelled due to elections

23
14th May
Bayesian Networks


24
16th May
Bayesian Networks


25
21st May
Applications:
Computer Vision


26
23rd May
Applications:Sentiment Analysis
Guest Lecture by Dr. Quratul-Ain



27
28th May
Applications: Kinect


28
30th May
Revision


29,30
17th Jun

Project Demos