Abu-Mostafa, Yaser S., 1957-

Learning from data [electronic resource]: a short course Yaser S. Abu-Mostafa (Author), Malik Magdon-Ismail, Hsuan-Tien Lin - AMLBook.com, [United States] 2012 - 1 digital resource (xii, 201 pages) : illustrations (chiefly color) 26 cm

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

9781600490064


Machine learning --Textbooks

006.31 ABU