Deep Learning with Structured Data

Deep Learning with Structured Data

MARK RYAN

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brief contents

• Why deep learning with structured data? 1
• Introduction to the example problem and Pandas dataframes 18
• Preparing the data, part 1: Exploring and cleansing the data 45
• Preparing the data, part 2: Transforming the data 67
• Preparing and building the model 87
• Training the model and running experiments 120
• More experiments with the trained model 150
• Deploying the model 161
• Recommended next steps 192

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contents

preface xv acknowledgments xvii about this book xviii about the author xxii about the cover illustration xxiii