Statistical Learning Theory

Posted in Science on October 03, 2008

Statistical Learning Theory

Lecture slides:

  • Basic Statistical Learning Theory
  • Aim:
  • What won't be included
  • Theories of learning
  • General statistical considerations
  • Generalisation of a learner
  • Example of Generalisation
  • Error distribution: full dataset
  • Error distribution
  • Bayes risk and consistency
  • Expected versus confident bounds
  • Probability of being misled in classification

Author: John Shawe Taylor, University Of London

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Tags: Science, Lectures, Computer Science, Machine Learning, VideoLectures.Net, Statistical Learning