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Automated Machine Learning with Microsoft Azure

You're reading from  Automated Machine Learning with Microsoft Azure

Product type Book
Published in Apr 2021
Publisher Packt
ISBN-13 9781800565319
Pages 340 pages
Edition 1st Edition
Languages
Author (1):
Dennis Michael Sawyers Dennis Michael Sawyers
Profile icon Dennis Michael Sawyers

Table of Contents (17) Chapters

Preface Section 1: AutoML Explained – Why, What, and How
Chapter 1: Introducing AutoML Chapter 2: Getting Started with Azure Machine Learning Service Chapter 3: Training Your First AutoML Model Section 2: AutoML for Regression, Classification, and Forecasting – A Step-by-Step Guide
Chapter 4: Building an AutoML Regression Solution Chapter 5: Building an AutoML Classification Solution Chapter 6: Building an AutoML Forecasting Solution Chapter 7: Using the Many Models Solution Accelerator Section 3: AutoML in Production – Automating Real-Time and Batch Scoring Solutions
Chapter 8: Choosing Real-Time versus Batch Scoring Chapter 9: Implementing a Batch Scoring Solution Chapter 10: Creating End-to-End AutoML Solutions Chapter 11: Implementing a Real-Time Scoring Solution Chapter 12: Realizing Business Value with AutoML Other Books You May Enjoy

Training many models simultaneously

Like prepping data for many models, training many models is simply a matter of navigating to the correct notebook and running the cells. There's no custom code required, and you are simply required to change a few settings.

Like prepping data, you will first run the notebook step by step to carefully understand how it works. Once you have that understanding, you will then create a new notebook with code that uses the datasets you made from the sample data. This will benefit you tremendously, as you will understand exactly which parts of the code you need to change to facilitate your own projects.

Training the sample OJ dataset

To train many models using the OJ data and to understand the underlying process, follow these instructions step by step:

  1. From the solution-accelerator-many-models folder, click on the Automated_ML folder.
  2. From the Automated_ML folder, click on the 02_AutoML_Training_Pipeline folder.
  3. Open 02_AutoML_Training_Pipeline...
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