Lecture Notes For All: Introduction to Artificial Intelligence

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Sunday, May 15, 2011

Introduction to Artificial Intelligence

Introduction to Artificial Intelligence

Lectures



Lecture Topic
Readings in AIMA
30
Introduction, history
Chapter 1
1
Intelligent agents
Chapter 2
6
Problem solving, uninformed search
Chapter 3
8
A* search and heuristic functions
Chapter 4.1-4.2
13
Local and online search
Chapter 4.3-4.5
15
Constraint satisfaction
Chapter 5.1-5.2
20
Constraint satisfaction contd.
Chapter 5.3-5.4
22
Game-playing
Chapter 6
27
Logical agents; propositional logic
Chapter 7.1-7.4
29
Inference in propositional logic
Chapter 7.5-7.7
4
First-order logic
Chapter 8.1-8.3
6
Actions in first-order logic; inference
Chapter 10.3, Chapter 9.1-9.2
11
Inference contd., logic programming
Chapter 9.3-9.5
13
Planning
Chapter 11.1-11.3
18
Midterm

20
Probability theory
Chapter 13
25
Bayesian networks
Chapter 14.1-14.3
27
Inference in Bayesian networks
Chapter 14.4-14.5
1
Temporal probability models, speech recognition
Chapter 15.1-15.6
3
Rational decisions
Chapter 16.1-16.3, 16.4-16.6
8
Sequential decisions
Chapter 17.1-17.4
10
Decision tree learning
Chapter 18.1-18.3
15
Statistical learning
Chapter 20.1-20.3
17
Neural networks
Chapter 20.5
22
Reinforcement learning
Chapter 21.1-21.4
24
Thanksgiving

29
Natural language communication and syntax
Chapter 22.1-22.3
1
Natural language semantics
Chapter 22.5-22.7
6
Robotics
Chapter 24
8
Philosophical issues
Chapter 25.1-25.4
19
Final (12.30pm - 3.30pm)

Download :

[   ]chapter01-6pp.pdf29-Aug-2005 23:0160K
[   ]chapter01-6pp.ps29-Aug-2005 23:01208K
[   ]chapter01.pdf29-Aug-2005 23:0186K
[   ]chapter01.ps29-Aug-2005 23:01196K
[   ]chapter02-6pp.pdf01-Sep-2005 11:1287K
[   ]chapter02-6pp.ps01-Sep-2005 11:122.2M
[   ]chapter02.pdf01-Sep-2005 11:12103K
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[   ]chapter03-6pp.pdf06-Sep-2005 11:03327K
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[   ]chapter03.pdf06-Sep-2005 11:03384K
[   ]chapter03.ps06-Sep-2005 11:033.4M
[   ]chapter04a-6pp.pdf07-Sep-2005 22:4279K
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[   ]chapter04a.pdf07-Sep-2005 22:42108K
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[   ]chapter04b-6pp.pdf13-Sep-2005 09:3597K
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[   ]chapter05-6pp.pdf14-Sep-2005 22:29293K
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[   ]chapter05.pdf14-Sep-2005 22:29335K
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[   ]chapter06-6pp.pdf20-Sep-2005 12:19132K
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[   ]chapter06.pdf20-Sep-2005 12:19152K
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[   ]chapter07-6pp.pdf27-Sep-2005 11:38267K
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[   ]chapter07a-6pp.pdf28-Sep-2005 21:36193K
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[   ]chapter08-6pp.pdf03-Oct-2005 17:4781K
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[   ]chapter09-6pp.pdf05-Oct-2005 21:46131K
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[   ]chapter13-6pp.pdf20-Oct-2005 11:40123K
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[   ]chapter13.pdf20-Oct-2005 11:40148K
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[   ]chapter14a-6pp.pdf24-Oct-2005 11:29190K
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[   ]chapter14b-6pp.pdf27-Oct-2005 11:50188K
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[   ]chapter14b.pdf27-Oct-2005 11:50216K
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[   ]chapter15a-6pp.pdf01-Nov-2005 10:45221K
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[   ]chapter15a.pdf01-Nov-2005 10:45254K
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[   ]chapter16-short-6pp.pdf03-Nov-2005 09:44131K
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[   ]chapter16-short.pdf03-Nov-2005 09:44150K
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[   ]chapter17-6pp.pdf09-Nov-2005 18:4472K
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[   ]chapter17.pdf09-Nov-2005 18:4482K
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[   ]chapter18-6pp.pdf15-Nov-2005 12:28114K
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[   ]chapter18.pdf15-Nov-2005 12:28134K
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[   ]chapter20a-6pp.pdf16-Nov-2005 23:21160K
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[   ]chapter20b-6pp.pdf28-Nov-2005 18:23305K
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[   ]chapter20b.pdf28-Nov-2005 18:23383K
[   ]chapter20b.ps28-Nov-2005 18:233.9M
[   ]chapter21-6pp.pdf22-Nov-2005 10:30219K
[   ]chapter21-6pp.ps22-Nov-2005 10:309.8M
[   ]chapter21.pdf22-Nov-2005 10:30226K
[   ]chapter21.ps22-Nov-2005 10:309.8M
[   ]chapter22-6pp.pdf01-Dec-2005 11:0993K
[   ]chapter22-6pp.ps01-Dec-2005 11:09424K
[   ]chapter22.pdf01-Dec-2005 11:09139K
[   ]chapter22.ps01-Dec-2005 11:09400K
[   ]chapter25-6pp.pdf02-Dec-2005 11:414.7M
[   ]chapter25-6pp.ps02-Dec-2005 11:4131M
[   ]chapter25.pdf02-Dec-2005 11:414.8M
[   ]chapter25.ps02-Dec-2005 11:4031M

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