Machine Learning with TensorFlow

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Updated with new code, new projects, and new chapters, Machine Learning with TensorFlow, Second Edition gives readers a solid foundation in machine-learning concepts and the TensorFlow library. Summary Updated with new code, new projects, and new chapters, Machine Learning with TensorFlow, Second Edition gives readers a solid foundation in machine-learning concepts and the TensorFlow library.

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Title Statements

Full title :Machine Learning with TensorFlow / Chris Mattmann ; foreword by Scott Penberthy.

Summary

Edition Statements

Publication Date:2020
Edition:Second edition

Publication Statements

Publisher(s):Manning Publications Co
Place of Publication:Shelter Island, NY
Language:eng
Publication Date:2020

Notes

Includes index.

The Physical Object

Description:1 online resource (xxix, 420 pages :) : illustrations.

Edition Identifiers

ISBN:9781638350866, 1638350868
oclc:on1293641646
LC Classification:Q325.5
Dewey Decimal:006.31

Part 1. Your machine-learning rig. 1. A machine-learning odyssey -- 2. TensorFlow essentials -- Part 2. Core learning algorithms. 3. Linear regression and beyond -- 4. Using regression for call-center volume prediction -- 5. A gentle introduction to classification -- 6. Sentiment classification : large movie-review dataset -- 7. Automatically clustering data -- 8. Inferring user activity from Android accelerometer data -- 9. Hidden Markov models -- 10. Part-of-speech tagging and word-sense disambiguation -- Part 3. The neural network paradigm. 11. A peek into autoencoders -- 12. Applying autoencoders: the CIFAR-10 image dataset -- 13. Reinforcement learning -- 14. Convolutional neural networks -- 15. Building a real-world CNN : VGG-Face and VGG-Face Lite -- 16. Recurrent neural networks -- 17. LSTMs and automatic speech recognition -- 18. Sequence-to-sequence models for chatbots -- 19. Utility landscape.

Subjects

Algorithmes ALGORITHMS Apprentissage automatique Computer algorithms Data Mining Electronic books Exploration de données (Informatique) Machine learning Programming languages (Electronic compu… TensorFlow