MIT Press Mar 1997
| Chapter | Title | Lec | Tape | HW Problems |
|---|---|---|---|---|
| One | Introduction | The Brain | ||
| Nat Comp | ||||
| Part I | Core Concepts | |||
| Two | Fitness | Prob Thy | HW1 | |
| Info Thy | HW2 | |||
| Three | Programs | Heur Srch | ||
| Minimax | ||||
| Four | Data | Eigenvals | ||
| ClusteringEM | ||||
| Five | Dynamics | Eigenvals | HW4 | |
| Stability | ||||
| Six | Optimization | HamiltoianKalman | HW5 | |
| Dynamic Prog | ||||
| Part II | Memories | |||
| Seven | Content Addressible Memories | Hopfield | ||
| Kanerva | ||||
| Eight | Supervised Learning | Backprop | ||
| Recurr BKP | ||||
| Nine | Unsupervised Learning | Kohonen | ||
| MD, ICA | ||||
| Part III | Programs | |||
| Ten | Markov Models | HMMs | Baufix | |
| Baum-Welch | ||||
| Eleven | Reinforcement Learning | Basics | Driving | |
| MDPs | HW6 | |||
| Part IV | Systems | |||
| Twelve | Genetic Algorithms | Intro | ||
| Bandits | ||||
| Thirteen | Genetic Programming | Intro | Koza | |
| Subroutines | Pac-Man | |||
| Fourteen | Summary | |||