Preface

Automated Machine Learning with Microsoft Azure will help you build high-performing, accurate machine learning models in record time. It allows anyone to easily harness the power of artificial intelligence and increase the productivity and profitability of their business. With a series of clicks on a graphical user interface (GUI), novices and seasoned data scientists alike can easily train and deploy machine learning solutions to production.

This book will teach you how to use Azure AutoML with both the GUI and the Azure Machine Learning Python SDK in a careful, step-by-step fashion. First, you'll learn how to prepare data, train models, and register them to your Azure Machine Learning workspace. Then, you'll learn how to take those models and use them to create both automated batch solutions using machine learning pipelines and real-time scoring solutions using Azure Kubernetes Service (AKS).

By the time you finish Automated Machine Learning with Microsoft Azure, you will be able to use AutoML on your own data to not only train regression, classification, and forecasting models but also use them to solve a wide variety of business problems. You'll be able to show your business partners exactly how your machine learning models make predictions through automatically generated charts and graphs, earning their trust and respect.