Learning From Data: A Short Course

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. Yaser S. Abu-mostafa, Malik Magdon-ismail, Hsuan-tien Lin. Includes Bibliographical References (p. 183-186) And Index.