|
Class
Schedule
| W |
D |
References |
Slides |
Topic |
| 1 |
01/17 |
|
Introduction |
Introduction to Pattern Recognition |
| 01/19 |
|
Probability |
Probability Review |
| 2 |
01/24 |
|
|
Probability Review |
| 01/26 |
|
|
Probability Review |
| 3 |
01/31 |
DHS 1.2, 2.1, 2.7; DGL 2.1, 2.4 |
Bayes |
Optimal Classification |
| 02/02 |
DHS 2.2-2.4; DGL 2.2-2.3 |
|
Optimal Classification |
| 4 |
02/07 |
DHS 2.6 |
|
Optimal Classification |
| 02/09 |
DGL 3.1-3.5; DHS 2.8.1,2.8.2 |
|
Optimal Classification |
| 5 |
02/14 |
DGL 3.6-3.8 |
|
Optimal Classification |
| 02/16 |
DGL 6.1 |
Classification Rules |
Classification Rules |
| 6 |
02/21 |
DGL 2.5, 6.2 |
|
Classification Rules |
| 02/23 |
DGL 16.0,16.2,4.3; DHS 3.8.2 |
Parametric Rules |
Parametric Rules |
| 7 |
02/28 |
DGL 6.3,6.4,5.1,5.2,5.4; DHS 4.4,4.5 |
Nonparametric Rules |
Nonparametric Rules |
| 03/01 |
DGL 5.4,5.7,5.8; 10.0,10.1,10.3; DHS 4.1-4.3 |
|
Nonparametric Rules |
| 8 |
03/06 |
|
|
Midterm Exam |
| 03/08 |
DHS 5.1,5.2,5.4-5.7 |
Perceptron |
Perceptron |
| 9 |
03/13 |
|
|
Spring Break |
| 03/15 |
|
|
Spring Break |
| 10 |
03/20 |
DHS 5.11; Webb 4.2.5,5.4.0-5.4.2 |
SVM |
Support Vector Machines |
| 03/22 |
|
|
Support Vector Machines |
| 11 |
03/27 |
DHS 6.1-6.3; DGL30.1,30.2,30.4(Thm 30.7),30.5; Webb 6.2.1-6.2.4 |
NNET |
Neural Networks |
| 03/29 |
DHS 8.1-8.3; DGL 20.0,20.1,20.9,20.11; Webb 7.1-7.2.2 |
Tree |
Decision Trees |
| 12 |
04/03 |
DGL 27.0, 27.1 |
Discrete
Supp. Read. |
Discrete Classification |
| 04/05 |
DGL 8.1-8.3,8.5,23.0-23.2,24.0,24.2-24.5 |
Err_Est
Supp. Read. 1
Supp. Read. 2
Supp. Read. 3 |
Error Estimation |
| 13 |
04/10 |
|
|
Error Estimation |
| 04/12 |
|
|
Error Estimation |
| 14 |
04/17 |
|
|
Error Estimation |
| 04/19 |
DGL 32.1,32.4; Webb 9.1-9.3.2,9.4.0,9.4.2 |
Dim_Reduct |
Dimensionality Reduction |
| 15 |
04/24 |
|
|
Dimensionality Reduction |
| 04/26 |
DGL 8.4, 12.1, 12.4-12.6, 13.1-13.3, 14.3-14.4, 18.1,
30.4 DHS 6.3.3, 9.6.2, 9.6.8 Webb 11.1.1-11.1.2 |
Model_Select |
Model Selection |
| 16 |
05/01 |
|
|
Model Selection |
| 17 |
05/04 (12:30-2:30pm) |
|
|
Final Exam |
|