Table of Contents for
Hands-On Unsupervised Learning Using Python

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Cover image for bash Cookbook, 2nd Edition Hands-On Unsupervised Learning Using Python by Ankur A. Patel Published by O'Reilly Media, Inc., 2019
  1. Cover
  2. nav
  3. Hands-on Unsupervised Learning Using Python
  4. Hands-On Unsupervised Learning Using Python
  5. Preface
  6. I. Fundamentals of Unsupervised Learning
  7. 1. Unsupervised Learning in the Machine Learning Ecosystem
  8. 2. End-to-End Machine Learning Project
  9. II. Unsupervised Learning Using Scikit-Learn
  10. 3. Dimensionality Reduction
  11. 4. Anomaly Detection
  12. 5. Clustering
  13. 6. Group Segmentation
  14. III. Unsupervised Learning using TensorFlow and Keras
  15. 7. Autoencoders
  16. 8. Hands-On Autoencoder
  17. 9. Semi-Supervised Learning
  18. IV. Deep Unsupervised Learning using TensorFlow and Keras
  19. 10. Recommender Systems Using Restricted Boltzmann Machines
  20. 11. Feature Detection Using Deep Belief Networks
  21. 12. Generative Adversarial Networks
  22. 13. Time Series Clustering
  23. 14. Conclusion
  24. Index
  25. About the Author

Hands-On Unsupervised Learning Using Python

by Ankur A. Patel

Copyright © 2019 Human AI Collaboration, Inc. All rights reserved.

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Published by O’Reilly Media, Inc. , 1005 Gravenstein Highway North, Sebastopol, CA 95472.

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  • Editors: Rachel Roumeliotis and Michele Cronin
  • Production Editor: Katherine Tozer
  • Interior Designer: David Futato
  • Cover Designer: Karen Montgomery
  • Illustrator: Rebecca Demarest
  • April 2019: First Edition

Revision History for the First Edition

  • 2019-01-08: First Release

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