Introduction to Artificial Intelligence and Intelligent Algorithms
Fall 2013, Beihang University
Zengchang Qin
Intelligent Computing and Machine Learning Lab
PEOPLE
ANNOUCEMENTS
LECTURES
PEOPLE
Instructor
Prof. Zengchang Qin
Teaching Assistant
Jing Yu
ANNOUNCEMENTS
LECTURES
#
Slides
Reading and Useful Materials
1
General Introduction
Slides
2
Logic and A.I.
Slides
3
Logic Programming
Slides
4
Prolog in Practice
Labs1.pl
,
Movies.pl
,
Assignment.pl
5
Uninformed and Informed Search
Slides
6
Basic Math for Learning
Notes for Basic Math
7
Bayesian Learning
Notes on Bayesian Learning Philosophy
8
Conditioan Probability
Notes on Conditional Probability
9
Dirichelet Distribution and MaxEnt
Notes on Dirichlet Distribution
10
Hidden Markov Model
Notes on Hidden Markov Model
11
EM for GMM
Notes EM Algorithm for GMM
12
Learning Algorithm Summary
AI Algorithms Summary
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