Course: Pattern Recognition

Weekly outline

Select week General

General

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Grading Criteria

Week 7:

Assignments 10%

Midterm 20%

Week 12:

Assignments 10%

Project presented in Week 12: 20%

Final 40%

Seminar presented in Week 15: 20%

Final Exam in Week 16: 20%
- Select activity News forum
  
  News forum
- Select activity Textbook
  
  Textbook URL
  
  Pattern Recognition, by S. Theodoridis and K. Koutroumbas
- Select activity MATLAB-based examples accompanying the book
  
  MATLAB-based examples accompanying the book URL
  
  An Introduction to Pattern Recognition, by S. Theodoridis and K. Koutroumbas
- Select activity Book-Software
  
  Book-Software File
- Select activity Duda et al. - Pattern Classification, 2nd ed. (Wiley, 2000)
  
  Duda et al. - Pattern Classification, 2nd ed. (Wiley, 2000) File
- Select activity "The Elements of Statistical Learning: Data Mining, Inference, and Prediction" Book Download Link
  
  "The Elements of Statistical Learning: Data Mining, Inference, and Prediction" Book Download Link URL
- Select activity Tools and Datasets
  
  Tools and Datasets Page
- Select activity From Curve Fitting to Machine Learning 2011
  
  From Curve Fitting to Machine Learning 2011 File
- Select activity Excel Data Analysis for Dummies 2014
  
  Excel Data Analysis for Dummies 2014 File
- Select activity Images N Bayes Matlab source code
  
  Images N Bayes Matlab source code File
Select week 27 September - 3 October

27 September - 3 October
Week 1: Introduction
- Select activity Lecture1 IntroBayes1
  
  Lecture1 IntroBayes1 File
Select week 4 October - 10 October

4 October - 10 October
Eid Al- Adha Holidays
Select week 11 October - 17 October

11 October - 17 October
Week 2: Bayesian Decision Theory 1
- Select activity Lecture2
  
  Lecture2 File
Select week 18 October - 24 October

18 October - 24 October
Week 3: Bayesian Decision Theory 2
- Select activity Lecture3
  
  Lecture3 File
- Select activity Images N Bayes Matlab source code
  
  Images N Bayes Matlab source code File
- Select activity images MAT File
  
  images MAT File
- Select activity NB Classifier Lab
  
  NB Classifier Lab File
- Select activity TextData MAT File
  
  TextData MAT File
- Select activity naive bayes Matlab Source Code
  
  naive bayes Matlab Source Code File
Select week 25 October - 31 October

25 October - 31 October
- Select activity Lecture 4
  
  Lecture 4 File
Select week 1 November - 7 November

1 November - 7 November
- Select activity ExploringData 0
  
  ExploringData 0 File
Select week 8 November - 14 November

8 November - 14 November
- Select activity Lecture5 GMM EM
  
  Lecture5 GMM EM File
- Select activity Lecture5 GMM EM
  
  Lecture5 GMM EM File
Select week 15 November - 21 November

15 November - 21 November
- Select activity Lecture6 nonParam
  
  Lecture6 nonParam File
- Select activity Lecture6 nonParam
  
  Lecture6 nonParam File
Select week 22 November - 28 November

22 November - 28 November
- Select activity Lecture7 linear
  
  Lecture7 linear File
Select week 29 November - 5 December

29 November - 5 December
- Select activity Lecture8 linear
  
  Lecture8 linear File
Select week 6 December - 12 December

6 December - 12 December
Week 10: Non-Linear 1: Decision Trees
- Select activity Lecture9 nonLinear
  
  Lecture9 nonLinear File
- Select activity DecisionTreeInduction 2014
  
  DecisionTreeInduction 2014 File
- Select activity Decision Tree Implementation Submission
  
  Decision Tree Implementation Submission Assignment
  
  you can get the data from here:
  
  https://alliance.seas.upenn.edu/~cis520/wiki/index.php?n=Lectures.DecisionTrees
Select week 13 December - 19 December

13 December - 19 December
Week 11: Midterm: Due Sunday 21st of December 8 a.m. sharp
- Select activity Dataset
  
  Dataset File
- Select activity CC716 midterm 1 f2014
  
  CC716 midterm 1 f2014 File
- Select activity Midterm Solution SUbmissions
  
  Midterm Solution SUbmissions Assignment
  
  View Make a submission Receive a grade
- Select activity Possible Exam Experiments in Matlab
  
  Possible Exam Experiments in Matlab File
- Select activity ExamExperimentsResults
  
  ExamExperimentsResults File
Select week 20 December - 26 December

20 December - 26 December
Week 12: Non-Linear SVM
- Select activity Lecture10 nonLinear2
  
  Lecture10 nonLinear2 File
- Select activity Support Vector Machines 2000
  
  Support Vector Machines 2000 File
Select week 27 December - 2 January

27 December - 2 January
Week 13: Neural Networks
- Select activity Lecture11 nonLinear3
  
  Lecture11 nonLinear3 File
- Select activity Lecture11 nonLinear3
  
  Lecture11 nonLinear3 File
Select week 3 January - 9 January

3 January - 9 January
Merry Christmas and Happy New Year :) Its a holiday, but please prepare for your seminar and project presentations next week, and then the final exam the week after
Select week 10 January - 16 January

10 January - 16 January
- Select activity Project Submissions
  
  Project Submissions Assignment
  
  Please Submit your project files here
- Select activity Final Exam Experimentation Submissions
  
  Final Exam Experimentation Submissions Assignment

Weekly outline

General

27 September - 3 October

4 October - 10 October

11 October - 17 October

18 October - 24 October

25 October - 31 October

1 November - 7 November

8 November - 14 November

15 November - 21 November

22 November - 28 November

29 November - 5 December

6 December - 12 December

13 December - 19 December

20 December - 26 December

27 December - 2 January

3 January - 9 January

10 January - 16 January