Cover Image

Learning from data : a short course /

Bibliographic Details
Main Author: Abu-Mostafa, Yaser S., 1957-
Other Authors: Magdon-Ismail, Malik, Lin, Hsuan-Tien
Format: Book
Language:English
Published: [United States] : AMLBook.com, [2012]
Subjects:
Machine learning > Textbooks.
Machine learning.
Textbooks.
Table of Contents:
  • 1. The learning problem
  • 2. Training versus testing
  • 3. The linear model
  • 4. Overfitting
  • 5. Three learning principles
  • Epilogue
  • Further reading
  • Appendix : Proof of the VC bound
  • Notation.