Deep learning by example : a hands-on guide to implementing advanced machine learning algorithms and neural networks [E-Book] / Ahmed Menshawy.
Menshawy, Ahmed, (author)
1st edition
Birmingham : Packt Publishing, 2018
442 pages (online resource)
englisch
178839576X
9781788395762
9781788399906
1788399900
Full Text
Table of Contents:
  • Deep learning by example : a hands-on guide to implementing advanced machine learning algorithms and neural networks
  • Packt Upsell
  • Contributors
  • Table of Contents
  • Preface
  • Chapter 1: Data Science - A Birds' Eye View
  • Chapter 2: Data Modeling in Action - The Titanic Example
  • Chapter 3: Feature Engineering and Model Complexity - The Titanic Example Revisited
  • Chapter 4: Get Up and Running with TensorFlow
  • Chapter 5: TensorFlow in Action - Some Basic Examples
  • Chapter 6: Deep Feed-forward Neural Networks - Implementing Digit Classification
  • Chapter 7: Introduction to Convolutional Neural Networks
  • Chapter 8: Object Detection - CIFAR-10 Example
  • Chapter 9: Object Detection - Transfer Learning with CNNs
  • Chapter 10: Recurrent-Type Neural Networks - Language Modeling
  • Chapter 11: Representation Learning - Implementing Word Embeddings
  • Chapter 12: Neural Sentiment Analysis
  • Chapter 13: Autoencoders - Feature Extraction and Denoising
  • Chapter 14: Generative Adversarial Networks
  • Chapter 15: Face Generation and Handling Missing Labels
  • Appendix: Implementing Fish Recognition
  • Other Books You May Enjoy
  • Index.