Explainable AI for Practitioners Book Reviews
Explainable AI for Practitioners by Michael Munn & David Pitman Book Summary
Most intermediate-level machine learning books focus on how to optimize models by increasing accuracy or decreasing prediction error. But this approach often overlooks the importance of understanding why and how your ML model makes the predictions that it does.
Explainability methods provide an essential toolkit for better understanding model behavior, and this practical guide brings together best-in-class techniques for model explainability. Experienced machine learning engineers and data scientists will learn hands-on how these techniques work so that you'll be able to apply these tools more easily in your daily workflow.
This essential book provides:
A detailed look at some of the most useful and commonly used explainability techniques, highlighting pros and cons to help you choose the best tool for your needsTips and best practices for implementing these techniquesA guide to interacting with explainability and how to avoid common pitfallsThe knowledge you need to incorporate explainability in your ML workflow to help build more robust ML systemsAdvice about explainable AI techniques, including how to apply techniques to models that consume tabular, image, or text dataExample implementation code in Python using well-known explainability libraries for models built in Keras and TensorFlow 2.0, PyTorch, and HuggingFace
Book Name | Explainable AI for Practitioners |
Genre | Computers & Internet |
Author | Michael Munn & David Pitman |
Published | 31 October 2022, Monday |
Language | English |
E-Book Size | 14.48 MB |
Explainable AI for Practitioners (Michael Munn & David Pitman) Book Reviews 2024
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explainable-ai-for-practitioners-ebook.kindle | KINDLE |
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Summary of Explainable AI for Practitioners by Michael Munn & David Pitman
The Explainable AI for Practitioners book written by Michael Munn & David Pitman was published on 31 October 2022, Monday in the Computers & Internet category. A total of 126 readers of the book gave the book 0 points out of 5.
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