TY - BOOK AU - Abu-Mostafa, Yaser S. AU - Magdon-Ismail, Malik AU - Lin, Hsuan-Tien TI - Learning from data : a short course SN - 1600490069 U1 - 006.31 PY - 2012/// CY - [United States] : PB - AMLBook.com, KW - Machine learning -- Textbooks N1 - Includes nindex; 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 -