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