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Deep Learning by Andrew Glassner

Deep Learning

Best Seller
Deep Learning by Andrew Glassner
Hardcover $99.95
Feb 16, 2021 | ISBN 9781718500723

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  • Feb 16, 2021 | ISBN 9781718500723

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  • Feb 16, 2021 | ISBN 9781718500730

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Praise

“For a visual person like myself, Andrew’s approach makes these Deep Learning concepts much more accessible than the typical algebraic treatments. Andrew is famous for his ability to teach complex topics that blend mathematics and algorithms, and this work I think is his best yet.”
—Peter Shirley, Distinguished Research Engineer, Nvidia

Table Of Contents

Part I: Foundational Ideas
1. An Overview of Machine Learning Techniques
2. Essential Statistical Ideas
3. Probability
4. Bayes’ Rule
5. Curves and Surfaces
6. Information Theory
Part II: Basic Machine Learning
7. Classification
8. Training and Testing
9. Overfitting and Underfitting
10. Data Preparation
11. Classifiers
12. Ensembles
Part III: Deep Learning Basics
13. Neural Networks
14. Backpropagation
15. Optimizers
Part IV: Beyond the Basics
16. Convolutional Neural Networks
17. Convnets in Practice
18. Recurrent Neural Networks
19. Autoencoders
20. Reinforcement Learning
21. Generative Adversarial Networks
22. Creative Applications
Index

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