Manning Publications | Deep Learning With Structured Data (2020 EN)

Author: Mark Ryan
Full Title: Deep Learning With Structured Data
Publisher: Manning Publications; 1st edition (July 14, 2020)
Year: 2020
ISBN-13: 9781617296727 (978-1-61-729672-7)
ISBN-10: 1617296724
Pages: 264
Language: English
Genre: Educational: Deep Learning
File type: PDF (True), Code Files
Quality: 10/10
Price: $59.99


Deep learning offers the potential to identify complex patterns and relationships hidden in data of all sorts. Deep Learning with Structured Data shows you how to apply powerful deep learning analysis techniques to the kind of structured, tabular data you'll find in the relational databases that real-world businesses depend on. Filled with practical, relevant applications, this book teaches you how deep learning can augment your existing machine learning and business intelligence systems.


About the Technology:
Here’s a dirty secret: Half of the time in most data science projects is spent cleaning and preparing data. But there’s a better way: Deep learning techniques optimized for tabular data and relational databases deliver insights and analysis without requiring intense feature engineering. Learn the skills to unlock deep learning performance with much less data filtering, validating, and scrubbing.

About the book:
Deep Learning with Structured Data teaches you powerful data analysis techniques for tabular data and relational databases. Get started using a dataset based on the Toronto transit system. As you work through the book, you’ll learn how easy it is to set up tabular data for deep learning, while solving crucial production concerns like deployment and performance monitoring.

What's inside:
✓ When and where to use deep learning
✓ The architecture of a Keras deep learning model
✓ Training, deploying, and maintaining models
✓ Measuring performance

About the reader:
For readers with intermediate Python and machine learning skills.

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