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Machine Learning with TensorFlow
~
Mattmann, Chris A.
Machine Learning with TensorFlow
紀錄類型:
書目-語言資料,印刷品 : 單行本
作者:
MattmannChris A.,
其他作者:
PenberthyScott.,
出版地:
Shelter Island, NY
出版者:
Manning Publications Co.;
出版年:
c2020.
版本:
2nd ed.
面頁冊數:
xxix, 420 p.ill. : 24 cm.;
標題:
Machine learning. -
標題:
Data mining. -
標題:
Computer algorithms. -
標題:
Programming languages (Electronic computers) -
標題:
Computer algorithms. -
標題:
Data mining. -
標題:
Machine learning. -
標題:
Programming languages (Electronic computers) -
附註:
Includes index.
摘要註:
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.--Source other than the Library of Congress.
ISBN:
9781617297717
內容註:
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.
Machine Learning with TensorFlow
Mattmann, Chris A.
Machine Learning with TensorFlow
/ Chris Mattmann ; foreword by Scott Penberthy. - 2nd ed.. - Shelter Island, NY : Manning Publications Co., c2020.. - xxix, 420 p. ; ill. ; 24 cm..
Part 1. Your machine-learning rig. 1. A machine-learning odyssey.
Includes index..
ISBN 9781617297717ISBN 1617297712
Machine learning.Data mining.Computer algorithms.Programming languages (Electronic computers)Computer algorithms.Data mining.Machine learning.Programming languages (Electronic computers)
Penberthy, Scott.
Machine Learning with TensorFlow
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13. Reinforcement learning
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19. Utility landscape.
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