TY - BOOK AU - Abu-Mostafa,Yaser S. AU - Magdon-Ismail,Malik AU - Lin,Hsuan-Tien TI - Learning from data: a short course SN - 9781600490064 U1 - 006.31 22 PY - 2012///] CY - [United States] PB - AML Book KW - Machine learning KW - BUEsh KW - COMSCI KW - July2020 KW - Reading book N1 - 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 ER -