The deep learning revolution / Terrence J. Sejnowski.
The deep learning revolution has brought us driverless cars, the greatly improved Google Translate, fluent conversations with Siri and Alexa, and enormous profits from automated trading on the New York Stock Exchange. In this book, the author explains how deep learning went from being an arcane acad...
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| Format: | Electronic eBook |
| Language: | English |
| Published: |
Cambridge, MA :
The MIT Press,
2018.
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Table of Contents:
- Preface
- Part I. Intelligence reimagined. The rise of machine learning ; The rebirth of artificial intelligence ; The dawn of neural networks ; Brain-style computing ; Insights from the visual system
- Part II. Many ways to learn. The cocktail party problem ; The Hopfield net and Boltzmann machine ; Backpropagating errors ; Convolutional learning ; Reward learning ; Neural information processing systems
- Part III. Technological and scientific impact. The future of machine learning ; The age of algorithms ; Hello, Mr. Chips ; Inside information ; Consciousness ; Nature is cleverer than we are ; Deep intelligence
- Glossary.
- Part I. Intelligence reimagined
- The rise of machine learning
- The rebirth of artificial intelligence
- The dawn of neural networks
- Brain-style computing
- Insights from the visual system
- Part II. Many ways to learn
- The cocktail party problem
- The Hopfield net and Boltzmann machine
- Backpropagating errors
- Convolutional learning
- Reward learning
- Neural information processing systems
- Part III. Technological and scientific impact
- The future of machine learning
- The age of algorithms
- Hello, Mr. Chips
- Inside information
- Consciousness
- Nature is cleverer than we are
- Deep intelligence.