Update November 2011: Videolectures are publicly available.


5-04-2010 (Lecture 26) - Course summary

4-29-2010 (Lecture 25) - Steganalysis, Final project

4-27-2010 (Lecture 24) - Steganography

4-22-2010 (Lecture 23) - Support vector regression, Kernel PCA

4-20-2010 (Lecture 22) - Support vector regression

4-15-2010 (Lecture 21) - Multiclass SVM classification, Other topics

  • video-recording: here

4-13-2010 (Lecture 20) - Multiclass SVM classification

4-08-2010 (Lecture 19) - Sequential Minimal Optimization (SMO)

4-06-2010 (Lecture 18) - Implementation issues

3-25-2010 (Lecture 17) - Statistical learning theory

3-23-2010 (Lecture 16) - Kernels, non-linear SVM classification

3-18-2010 (Lecture 15) - Kernel trick

3-16-2010 (Lecture 14) - Kernel trick

3-11-2010 (Lecture 13) - Kernel trick - Introduction

3-09-2010 (Lecture 12) - L2-SVM

3-04-2010 (Lecture 11) - Cross-validation

3-02-2010 (Lecture 10) - L1-SVM

2-25-2010 - CLASS CANCELED

  • class canceled due to the inclement weather
  • video-recording of the empty class: here

2-23-2010 (Lecture 9) - Hard-margin SVM

2-18-2010 (Lecture 8) - Optimization theory

  • video-recording: here

2-16-2010 (Lecture 7) - Optimization theory

  • video-recording: here

2-11-2010 (Lecture 6) - Optimization theory

  • video-recording: here

2-09-2010 (Lecture 5) - Optimization theory

2-04-2010 (Lecture 4) - Maximum-margin classifier

2-02-2010 (Lecture 3) - Perceptron

1-28-2010 (Lecture 2) - Nearest-mean classifier

1-26-2010 (Lecture 1) - Introductory class