Explainable AI for Practitioners : Designing and Implementing Explainable ML Solutions
Book Details
Format
Paperback / Softback
ISBN-10
1098119134
ISBN-13
9781098119133
Publisher
O'Reilly Media
Imprint
O'Reilly Media
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Nov 11th, 2022
Print length
250 Pages
Weight
488 grams
Dimensions
17.70 x 23.30 x 2.00 cms
Ksh 11,500.00
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Explainability methods provide an essential toolkit for better understanding model behavior, and this practical guide brings together best-in-class techniques for model explainability.
Most intermediate-level machine learning books usually focus on how to optimize models by increasing accuracy or decreasing prediction error. But this approach often overlooks the importance and the need to be able to explain why and how your ML model makes the predictions that it does. This practical guide brings together the best-in-class techniques for model interpretability and explains model predictions in a hands-on approach. Experienced ML practitioners will be able to more easily apply these tools in their daily workflow.
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