You're reading from The Definitive Guide to Google Vertex AI

Product typeBook

Published inDec 2023

PublisherPackt

ISBN-139781801815260

Edition1st Edition

Concepts

Data Science

Authors (2):

Jasmeet Bhatia

Kartik Chaudhary

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Explainable AI features available in Google Cloud Vertex AI

Google Cloud Vertex AI offers a suite of tools and options tailored to make AI systems more understandable. This section delves into the various XAI options available in Vertex AI, showcasing how this platform is advancing the frontier of transparent ML.

Broadly, the XAI options available in Vertex AI can be divided into two types:

Feature-based: Feature attributions refer to the degree to which each feature in a model contributes to the predictions for a specific instance. When making a prediction request, you receive the predicted values that are generated by your model. However, when requesting an explanation, you receive not only the predictions but also the feature attribution information.

It is important to note that feature attributions are primarily applicable to tabular data but also include built-in visualization capabilities for image data. This makes it easier to understand and interpret the...

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The Definitive Guide to Google Vertex AI

Published in: Dec 2023Publisher: PacktISBN-13: 9781801815260

Authors (2)

Jasmeet Bhatia

Jasmeet is a Machine Learning Architect with over 8 years of experience in Data Science and Machine Learning Engineering at Google and Microsoft, and overall has 17 years of experience in Product Engineering and Technology consulting at Deloitte, Disney, and Motorola. He has been involved in building technology solutions that focus on solving complex business problems by utilizing information and data assets. He has built high performing engineering teams, designed and built global scale AI/Machine Learning, Data Science, and Advanced analytics solutions for image recognition, natural language processing, sentiment analysis, and personalization.
Read more about Jasmeet Bhatia

Kartik Chaudhary

Kartik is an Artificial Intelligence and Machine Learning professional with 6+ years of industry experience in developing and architecting large scale AI/ML solutions using the technological advancements in the field of Machine Learning, Deep Learning, Computer Vision and Natural Language Processing. Kartik has filed 9 patents at the intersection of Machine Learning, Healthcare, and Operations. Kartik loves sharing knowledge, blogging, travel, and photography.
Read more about Kartik Chaudhary

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