Dr

 ECE7252
Spring 2008

Instructor:
Dr. Chin-Hui Lee

Center for Signal and Image
Processing 

School of Electrical and Computer
Engineering

Georgia Institute of Technology

Ofiices: Centergy One 5180

Tel: (404) 894-7468

Fax: (404) 894-5692

Email: chl@ece.gatech.edu

Lecture Hours: MW
16:35 – 17:55

• Syllabus
• Textbook
  errata.
  
• Class
  News
• Check the update often for announcements
• NEW: (1) Solution for
  HW8 online; (2) Presentation
  Schedule online.
  
• Lectures
• Lecture
  1 (Introduction)
• Lecture
  2 (Probability
  and Statistics
  Essentials)
• Lecture
  3 (Information
  Theory
  Esentials)
• Lecture
  4 (Optimization
  Theory
  Esentials)
  
• Lecture
  5 (Overview on Supervised
  Learning)
• Lecture
  6 (WEKA tutorial, Machine
  Learning tools and web resources)
• Lecture
  7 (Class
  Project List)
• Lecture 8 (Linear Methods for Regression, Part I)
• Lecture 9 (Linear Methods for Regression, Part II)
• Lecture 10 (Linear Methods for Classification, Part I)
• Multivariate Gaussain:
  Matrix Algebra
  
• Lecture 11 (Linear Methods for Classification, Part II)
• Lecture 12 (Linear Methods for Classification, Part III)
• Lecture 13 (Artificial Neural Networks, Part I)
• Lecture 14 (Artificial Neural Networks, Part II)
• Lecture 15 (Support Vector Machines, Part I)
• Lecture 16 (Support Vector Machines, Part II)
• Lecture
  17 (Kernel Methods, Part I)
• Lecture
  18 (Kernel Methods, Part II)
• Lecture
  19 (Kernel Methods, Part III)
• Lecture 20 (Basis Expansion for Regularization, Part I)
• Lecture 21 (Basis Expansion for Regularization, Part II)
• Lecture 22 (Decision Trees, Part I)
• Lecture 23 (Decision Trees, Part II)
• Lecture 24 (Unsupervised Learning)
• Lecture 25 (Summary)

• Homework
  and Laboratory
  Exercises

• Lab1 (text_0116 assigned 1/14, due
  1/23): hw1-solution
• Lab2 (hw2-binormal, assigned 1/28,
  due
  2/6): hw2-solution
• HW3 (hw3-prostate with information, assigned 2/6,
  due
  2/16): hw3-solution
• HW4 (hw4-train1, hw4-train2, hw4-test, assigned 2/18,
  due
  2/25): hw4-solution
• HW5 
  (hw5-zip-train, hw5-zip-test, hw5-zip-info, assigned
  on 3/3, due on 3/10)
• HW6 
  (assigned
  on 3/10, due on 3/24): hw6-solution
• HW7 
  (hw7-gmm.txt, assigned
  on 3/14, due on 3/26): hw7-solution
• HW8 (assigned on 4/9, due
  on 4/16): hw8-solution
  
• Assignment
• Check the weekly assignments in the posted lecture
  notes
• Examinations
• Quiz
  1 (solution): Feb.
  27
• Quiz 2 (solution): April
  2
• Final: No Final
  
• Text Corpora and Tools
• Project
• First Day Presentation: Ilseo, Aleem, Rana, Chris, Mert, You-Chi
  
• Second Day Presentation: Vanessa, Antonio, Irteza,
  Carson, Maria, Peter/Peter
  
• Class
  News
• Check the update often for announcements
  

       
           
    (Last Update: April 23, 2008)