Deep Learning with Structured Data

Book Description 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.

Content

1. Why deep learning with structured data?
2. Introduction to the example problem and Pandas dataframes
3. Preparing the data, part 1: Exploring and cleansing the data
4. Preparing the data, part 2: Transforming the data
5. Preparing and building the model
6. Training the model and running experiments
7. More experiments with the trained model
8. Deploying the model
9. Recommended next steps