Learning from data : a short course /
Abu-Mostafa, Yaser S., 1957-
Learning from data : a short course / Yaser S. Abu-Mostafa, California Institute of Technology, Malik Magdon-Ismail, Rensselaer Polytechnic Institute, Hsuan-Tien Lin, National Taiwan University. - 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.
9781600490064 1600490069
Machine learning.
--Reading book
006.31 / ABU
Learning from data : a short course / Yaser S. Abu-Mostafa, California Institute of Technology, Malik Magdon-Ismail, Rensselaer Polytechnic Institute, Hsuan-Tien Lin, National Taiwan University. - 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.
9781600490064 1600490069
Machine learning.
--Reading book
006.31 / ABU