Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how. By using concrete examples, minimal theory, and two production-ready Python frameworks-Scikit-Learn and TensorFlow-author Aurelien Geron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You'll learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to help you apply what you've learned, all you need is programming experience to get started. Explore the machine learning landscape, particularly neural nets Use Scikit-Learn to track an example machine-learning project end-to-end Explore several training models, including support vector machines, decision trees, random forests, and ensemble methods Use the TensorFlow library to build and train neural nets Dive into neural net architectures, including convolutional nets, recurrent nets, and deep reinforcement learning Learn techniques for training and scaling deep neural nets
yazar | Aurelien Geron |
---|---|
Boyutlar ve boyutlar | 17,8 x 3,8 x 24,1 cm |
Tarafından yayınlandı | 14 Ekim 2019 |
Kolektif 15 x 0,5 x 22 cm 30 Ekim 2011 Additional Contributors 18,9 x 0,5 x 24,6 cm Mdpi AG 18,9 x 0,3 x 24,6 cm 3 Ocak 2017 18,9 x 0,6 x 24,6 cm 1 Ocak 2017 18,9 x 0,4 x 24,6 cm 18,9 x 0,2 x 24,6 cm ERWIN N GRISWOLD 28 Şubat 2018 28 Ekim 2011 WADE H MCCREE ROBERT H BORK 29 Ekim 2011
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Sürüm ayrıntıları
yazar | Aurelien Geron |
---|---|
isbn 10 | 1492032646 |
isbn 13 | 978-1492032649 |
Yayımcı | OReilly; 2nd New edition. baskı |
Dilim | İngilizce |
Boyutlar ve boyutlar | 17,8 x 3,8 x 24,1 cm |
Tarafından yayınlandı Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems | 14 Ekim 2019 |
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