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.