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DR. MUGIZI ROBERT RWEBANGIRA

-INSTRUCTOR


 

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Ayo

Chris

Damina

Rotimi

 

Syllabus

Grades

 

Date

Day

Lec #

Topic

Materials

1/11

M

1

What is learning? What is MACHINE learning? Examples

Andrew Ng Video, Machine Learning Wikipedia

1/13

W

2

Decision Trees (introduction)

Decision Trees Slides, Decision Trees Wikipedia, hw0, hw0sol

1/15

F

3

Decision Trees (entropy, information gain)

Decision Trees Video, hw1, hw1sol

1/18

M

MLK DAY

1/20

W

4

Decision Trees(ID3)

hw2,hw2sol

1/22

F

5

TEST 1

test1, test1sol

1/25

M

6

Test Review. Decision Trees (ID3). Overfitting. What data is good for decision trees?

hw3, hw3sol

1/27

W

7

Conditional Probability

hw4, hw4sol, Probability Slides, Probability Video,

1/29

F

8

Bayes Rule. Generalization. Induction. Training, Test & Validation Set. Overfitting

Overfitting video, Monty Hall Video, Monty Hall Applet

2/1

M

9

Bayesian Classification

hw5a, hw5asol

2/3

W

10

NaÔve Bayes Classifier

A Plan For Spam, Bayesian Spam Filtering, Lottery

2/5

F

11

!!!CLASS CANCELLED DUE TO SNOWSTORM!!!

test2v1, test2v1sol

2/8

M

12

!!!CLASS CANCELLED DUE TO SNOWSTORM!!!

hw6a, hw6asol, hw6b,hw6bsol

2/10

W

13

!!!CLASS CANCELLED DUE TO SNOWSTORM!!!

hw5b, hw5bsol

2/12

F

14

TEST 2

test2, test2sol

2/15

M

PRESIDENTíS DAY

hw7,hw7sol

2/17

W

15

Test Review, Spam Classifier

2/19

F

16

Linear Regression

Linear Regression Video , Linear Regression Slides

2/22

M

17

Linear Regression

hw8a, hw8asol, hw8b, hw8bsol

2/24

W

18

Linear Regression

hw9a, hw9asol, hw9b, hw9bsol

2/26

F

19

Linear Regression

 

3/1

M

20

Linear Regression

 

3/3

W

21

Curve Fitting

hw10a, hw10asol, hw10b, hw10bsol

3/5

F

22

MIDTERM

midterm, midtermsol

3/8

M

23

Review, Octave, NSF Survey

3/10

W

24

CLASS CANCELLED

3/12

F

25

Octave Review

 

3/15

M

SPRING BREAK

3/17

W

SPRING BREAK

 

3/19

F

SPRING BREAK

3/22

M

26

CLASS CANCELLED

 

3/24

W

27

CLASS CANCELLED

 

3/26

F

28

CLASS CANCELLED

3/29

M

29

TEST 3

hw11, hw11sol

3/31

W

30

k-NN

k-NN Wikipedia, Nearest neighbor notes

4/2

F

31

k-NN

4/5

M

32

k-NN

4/7

W

33

k-NN

hw12, hw12sol, image files

4/9

F

34

TEST 4

test4, test4sol

4/12

M

35

Perceptron

Perceptron Wikipedia, Perceptron Applet

4/14

W

36

Perceptron

 

4/16

F

37

Perceptron

hw13, hw13sol

4/19

M

38

REVIEW

4/21

W

39

FINAL

final, finalsol