Deep Learning with Structured Data

Deep Learning with Structured Data
By 作者:Mark Ryan
Language : English
pages 页数: 264 pages
ISBN-10 : 1617296724
ISBN-13 : 9781617296727
The Book Description robot was collected from Amazon and arranged by Finelybook
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.
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.
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
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