TensorFlow for Deep Learning

From Linear Regression to Reinforcement Learning

Nonfiction, Computers, Advanced Computing, Engineering, Neural Networks, Artificial Intelligence, Application Software
Cover of the book TensorFlow for Deep Learning by Bharath Ramsundar, Reza Bosagh Zadeh, O'Reilly Media
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Author: Bharath Ramsundar, Reza Bosagh Zadeh ISBN: 9781491980408
Publisher: O'Reilly Media Publication: March 1, 2018
Imprint: O'Reilly Media Language: English
Author: Bharath Ramsundar, Reza Bosagh Zadeh
ISBN: 9781491980408
Publisher: O'Reilly Media
Publication: March 1, 2018
Imprint: O'Reilly Media
Language: English

Learn how to solve challenging machine learning problems with TensorFlow, Google’s revolutionary new software library for deep learning. If you have some background in basic linear algebra and calculus, this practical book introduces machine-learning fundamentals by showing you how to design systems capable of detecting objects in images, understanding text, analyzing video, and predicting the properties of potential medicines.

TensorFlow for Deep Learning teaches concepts through practical examples and helps you build knowledge of deep learning foundations from the ground up. It’s ideal for practicing developers with experience designing software systems, and useful for scientists and other professionals familiar with scripting but not necessarily with designing learning algorithms.

  • Learn TensorFlow fundamentals, including how to perform basic computation
  • Build simple learning systems to understand their mathematical foundations
  • Dive into fully connected deep networks used in thousands of applications
  • Turn prototypes into high-quality models with hyperparameter optimization
  • Process images with convolutional neural networks
  • Handle natural language datasets with recurrent neural networks
  • Use reinforcement learning to solve games such as tic-tac-toe
  • Train deep networks with hardware including GPUs and tensor processing units
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

Learn how to solve challenging machine learning problems with TensorFlow, Google’s revolutionary new software library for deep learning. If you have some background in basic linear algebra and calculus, this practical book introduces machine-learning fundamentals by showing you how to design systems capable of detecting objects in images, understanding text, analyzing video, and predicting the properties of potential medicines.

TensorFlow for Deep Learning teaches concepts through practical examples and helps you build knowledge of deep learning foundations from the ground up. It’s ideal for practicing developers with experience designing software systems, and useful for scientists and other professionals familiar with scripting but not necessarily with designing learning algorithms.

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