E-book details

Automated Machine Learning with Microsoft Azure. Build highly accurate and scalable end-to-end AI solutions with Azure AutoML

Automated Machine Learning with Microsoft Azure. Build highly accurate and scalable end-to-end AI solutions with Azure AutoML

Dennis Michael Sawyers

Ebook
Automated Machine Learning with Microsoft Azure will teach you how to build high-performing, accurate machine learning models in record time. It will equip you with the knowledge and skills to easily harness the power of artificial intelligence and increase the productivity and profitability of your business.

Guided user interfaces (GUIs) enable both novices and seasoned data scientists to easily train and deploy machine learning solutions to production. Using a careful, step-by-step approach, this book will teach you how to use Azure AutoML with a GUI as well as the AzureML Python software development kit (SDK).

First, you'll learn how to prepare data, train models, and register them to your Azure Machine Learning workspace. You'll then discover 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).

Finally, 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.
By the end of this Azure book, you'll be able to show your business partners exactly how your ML models are making predictions through automatically generated charts and graphs, earning their trust and respect.
  • 1. Introducing AutoML
  • 2. Getting Started with Azure Machine Learning Service
  • 3. Training Your First AutoML Model
  • 4. Building an AutoML Regression Solution
  • 5. Building an AutoML Classification Solution
  • 6. Building an AutoML Forecasting Solution
  • 7. Using the Many Models Solution Accelerator
  • 8. Choosing Real-Time versus Batch Scoring
  • 9. Implementing a Batch Scoring Solution
  • 10. Creating End-to-End AutoML Solutions
  • 11. Implementing a Real-Time Scoring Solution
  • 12. Realizing Business Value with AutoML
  • Title: Automated Machine Learning with Microsoft Azure. Build highly accurate and scalable end-to-end AI solutions with Azure AutoML
  • Author: Dennis Michael Sawyers
  • Original title: Automated Machine Learning with Microsoft Azure. Build highly accurate and scalable end-to-end AI solutions with Azure AutoML
  • ISBN: 9781800561977, 9781800561977
  • Date of issue: 2021-04-23
  • Format: Ebook
  • Item ID: e_2a3r
  • Publisher: Packt Publishing