Abu-Mostafa, Yaser S., 1957-

Learning from data : a short course / Yaser S. Abu-Mostafa, Malik Magdon-Ismail, Hsuan-Tien Lin. - xii, 201 pages : illustrations (chiefly color) ; 26 cm

Includes bibliographical references and index.

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.

1600490069 9781600490064


Machine learning--Textbooks

Q325.5 / .A282 2012