Hands-on deep learning algorithms with Python : master deep learning algorithms with extensive math by implementing them using TensorFlow [E-Book] / Sudharsan Ravichandiran.
Ravichandiran, Sudharsan, (author)
1st edition
Birmingham : Packt Publishing, 2019
498 pages (online resource)
englisch
9781789344158
9781789344516
Full Text
Table of Contents:
  • 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.