You're reading from Automated Machine Learning

Product typeBook

Published inFeb 2021

Reading LevelBeginner

PublisherPackt

ISBN-139781800567689

Edition1st Edition

Languages

Python

Tools

Azure Functions

Concepts

Machine Learning

Author (1)

Adnan Masood

Automated ML with Google Cloud

Automated ML is one of the key building blocks of Google Cloud AI Platform. The suite of automated ML products includes AutoML Natural Language, AutoML Tables, AutoML Translation, AutoML Video, and AutoML Vision, as shown in the following diagram:

Figure 8.16 – AutoML products offered as part of Google Cloud AI Platform

The underlying components of Google Cloud's automated ML offerings involve neural architecture search and hyperparameter optimization approaches. However, by abstracting out all the intricacies, it is made easy for consumers to use.

Google Cloud AutoML Vision is a computer vision-based capability that helps train ML models on custom labels. You can also perform the same on Edge devices using the AutoML Vision Edge service.

The AutoML Video Intelligence range of products provides classification and object tracking capabilities. Currently in PreGA (beta), you can use these services to train your...

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Automated Machine Learning

Published in: Feb 2021Publisher: PacktISBN-13: 9781800567689

Author (1)

Adnan Masood

Adnan Masood, PhD is an artificial intelligence and machine learning researcher, visiting scholar at Stanford AI Lab, software engineer, Microsoft MVP (Most Valuable Professional), and Microsoft's regional director for artificial intelligence. As chief architect of AI and machine learning at UST Global, he collaborates with Stanford AI Lab and MIT CSAIL, and leads a team of data scientists and engineers building artificial intelligence solutions to produce business value and insights that affect a range of businesses, products, and initiatives.
Read more about Adnan Masood

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