Details about Deep Learning with Structured Data
Deep Learning with Structured Data PDF free download (Github) – This book takes you through the full journey of applying deep learning to a tabular, structured dataset. By working through an extended, real-world example, you will learn how to clean up a messy dataset and use it to train a deep learning model by using the popular Keras framework. Then you will learn how to make your trained deep learning model available to the world through a web page or a chatbot in Facebook Messenger. Finally, you will learn how to extend and improve your deep learning model, as well as how to apply the approach shown in this book to other problems involving structured data.
To get the most out of this book, you should be familiar with Python coding in the context of Jupyter Notebooks. You should also be familiar with some non-deep-learning machine learning approaches, such as logistic regression and support vector machines, and be familiar with the standard vocabulary of machine learning. Finally, if you regularly work with data that is organized in tables as rows and columns, you will find it easiest to apply the concepts in this book to your work.