Автор: Mark Ryan
Издательство: Manning Publications Co
Год: 2020
Формат: true pdf
Страниц: 266
Размер: 23.9 Mb
Язык: English
Deep Learning with Structured Data shows you how to bring powerful deep learning techniques to your business’s structured data to predict trends and unlock hidden insights. In it, deep learning advocate Mark Ryan takes you through cleaning and preparing structured data for deep learning. You’ll learn the architecture of a Keras deep learning model, along with techniques for training, deploying, and maintaining your model. You’ll discover ways to get quick wins that can rapidly show whether your models are working, and techniques for monitoring your model’s ongoing functionality. Throughout, an end-to-end example using an open source transit delay dataset illustrates deep learning’s potential for unraveling problems and making predictions from large volumes of structured data.