Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: Description: rob.JPG

DR. MUGIZI ROBERT RWEBANGIRA

-INSTRUCTOR


 

Charletta

Fola

Kevon

Michelle

Qi’Anne

Ronald

Tacuma

 

Syllabus

Grades

 

SPRING 2010 CLASS

 

Date

Day

Lec #

Topic

Materials

1/10

T

1

What is machine learning? Spam filtering as a typical application.

Andrew Ng Video, Machine Learning Wikipedia

1/13

H

2

Probability Review

hw1, hw1sol, Probability Slides, Probability Video,

1/18

T

3

Conditional Probability, Bayes’ Rule

Bayes’ Rule, Bayes’ Rule

1/20

H

4

Naïve Bayes

hw2, hw2sol, Wiki, A Plan for Spam, Bayesian Spam Filtering

1/25

T

5

Octave/Matlab tutorial

hw3

1/27

H

 

!!CLASS CANCELLED DUE TO SNOW!!

 

2/1

T

6

Octave File Input/Ouput

 

2/3

H

 

Test 1

test1, test1sol

2/8

T

7

Octave Review

 

2/10

H

8

Octave Functions

 

2/15

T

9

Octave

 

2/17

H

10

Octave

hw4, hw4sol

2/22

T

11

Octave

 

2/24

H

 

Test 2

test2, test2sol

3/1

T

12

Bayes Nets

wiki, tutorial

3/3

H

13

Bayes Nets

hw5, hw5sol

3/8

T

14

Bayes Nets

 

3/10

H

 

MIDTERM

midterm, midtermsol

3/15

T

SPRING BREAK

 

3/17

H

SPRING BREAK

 

3/22

T

15

Perceptron

hw6, hw6sol

3/24

H

16

Perceptron

 

3/29

T

17

Linear Regression

Regression video, Regression slides

3/31

H

18

Linear Regression

hw7, hw7sol

4/5

T

19

Linear Regression

hw8, hw8sol

4/7

H

20

Multivariable linear regression

 

4/12

T

21

Polynomial Regression

hw9, hw9sol

4/14

H

 

Test 3

test3, test3sol

4/19

T

22

Reinforcement Learning, Markov Systems, Markov Decision Processes(MDP)

wiki, Markov Decision Process slides

4/21

H

23

Markov Decision Processes, Review

hw10, hw10sol

4/26

T

 

FINAL

fin, finsol