Deep Learning with Structured Data - Softcover

Deep Learning with Structured Data

Taschenbuch. Zustand: Neu. Neuware - Deep Learning with Structured Data teaches you powerful data analysis techniques for tabular data and relational databases.SummaryDeep 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 technologyHere'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 bookDeep 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 insideWhen and where to use deep learningThe architecture of a Keras deep learning modelTraining, deploying, and maintaining modelsMeasuring performanceAbout the readerFor readers with intermediate Python and machine learning skills.About the authorMark Ryan is a Data Science Manager at Intact Insurance. He holds a Master's degree in Computer Science from the University of Toronto.Table of Contents1 Why deep learning with structured data 2 Introduction to the example problem and Pandas dataframes3 Preparing the data, part 1: Exploring and cleansing the data4 Preparing the data, part 2: Transforming the data5 Preparing and building the model6 Training the model and running experiments7 More experiments with the trained model8 Deploying the model9 Recommended next steps. Artikel-Nr. 9781617296727

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