Hands-on deep learning algorithms with Python : master deep learning algorithms with extensive math by implementing them using TensorFlow [E-Book] / Sudharsan Ravichandiran.
This book introduces basic-to-advanced deep learning algorithms used in a production environment by AI researchers and principal data scientists; it explains algorithms intuitively, including the underlying math, and shows how to implement them using popular Python-based deep learning libraries such...
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Full text |
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Personal Name(s): | Ravichandiran, Sudharsan, author |
Edition: |
1st edition |
Imprint: |
Birmingham :
Packt Publishing,
2019
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Physical Description: |
498 pages (online resource) |
Note: |
englisch |
ISBN: |
9781789344158 9781789344516 |
Subject (ZB): | |
Subject (LOC): | |
Classification: |
- Hands-on deep learning algorithms with Python : master deep learning algorithms with extensive math by implementing them using TensorFlow
- Dedication
- Contributors
- Table of Contents
- Preface
- Section 1: Getting Started with Deep Learning
- Chapter 1: Introduction to Deep Learning
- Chapter 2: Getting to Know TensorFlow
- Section 2: Fundamental Deep Learning Algorithms
- Chapter 3: Gradient Descent and Its Variants
- Chapter 4: Generating Song Lyrics Using RNN
- Chapter 5: Improvements to the RNN
- Chapter 6: Demystifying Convolutional Networks
- Chapter 7: Learning Text Representations
- Section 3: Advanced Deep Learning Algorithms
- Chapter 8: Generating Images Using GANs
- Chapter 9: Learning More about GANs
- Chapter 10: Reconstructing Inputs Using Autoencoders
- Chapter 11: Exploring Few-Shot Learning Algorithms
- Appendix A: Assessments
- Other Books You May Enjoy
- Index.