Items related to Explainable AI for Practitioners: Designing and Implementing...
- PublisherO'Reilly Media
- Publication date2022
- ISBN 10 1098119134
- ISBN 13 9781098119133
- BindingPaperback
- LanguageEnglish
- Edition number1
- Number of pages276
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Explainable AI for Practitioners: Designing and Implementing Explainable ML Solutions
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Explainable AI for Practitioners (Paperback)
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ISBN 13: 9781098119133
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Paperback. Condition: new. Paperback. 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 Explainability methods provide an essential toolkit for better understanding model behavior, and this practical guide brings together best-in-class techniques for model explainability. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781098119133
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Explainable AI for Practitioners: Designing and Implementing Explainable ML Solutions
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O'Reilly Media (edition 1), 2022
ISBN 10: 1098119134
ISBN 13: 9781098119133
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