This book sets out to show how machine learning, especially deep neural networks, can make a real difference. The hands-on guide provides practical information and also helps you get started building efficient deep learning networks. Authors Adam Gibson and Josh Patterson provide theory on deep learning before introducing their open-source Deeplearning4j (DL4J) library for developing production-class workflows.
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The book uses real-world examples to illustrate methods and strategies for training deep network architectures and running deep learning workflows on Spark and Hadoop with DL4J.
Author: Josh Patterson and Adam Gibson Publisher: O'Reilly Date: August 2017 Pages: 536 ISBN: 978-1491914250 Print: 1491914254 Kindle: B074D5YF1D Audience: Java engineers and practicing data scientists Level: Intermediate Category: Artificial Intelligence
- Dive into machine learning concepts in general, as well as deep learning in particular
- Understand how deep networks evolved from neural network fundamentals
- Explore the major deep network architectures, including Convolutional and Recurrent
- Learn how to map specific deep networks to the right problem
- Walk through the fundamentals of tuning general neural networks and specific deep network architectures
- Use vectorization techniques for different data types with DataVec, DL4J’s workflow tool
- Learn how to use DL4J natively on Spark and Hadoop
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