Practical Explainable AI Using Python : Artificial Intelligence Model Explana...

Description: Practical Explainable AI Using Python : Artificial Intelligence Model Explanations Using Python-Based Libraries, Extensions, and Frameworks, Paperback by Mishra, Pradeepta, ISBN 1484271572, ISBN-13 9781484271575, Like New Used, Free shipping in the US Learn the ins and outs of decisions, biases, and reliability of AI algorithms and how to make sense of these predictions. This book explores the so-called black-box models to boost the adaptability, interpretability, and explainability of the decisions made by AI algorithms using frameworks such as Python XAI libraries, TensorFlow , Keras, and custom frameworks using Python wrappers.

Youll begin with an introduction to model explainability and interpretability basics, ethical consideration, and biases in predictions generated by AI models. Next, youll look at methods and systems to interpret linear, non-linear, and time-series models used in AI. Th will also cover topics ranging from interpreting to understanding how an AI algorithm makes a decision

Further, you will learn the most complex ensemble models, explainability, and interpretability using frameworks such as Lime, SHAP, Skater, ELI5, etc. Moving forward, you will be introduced to model explainability for unstructured data, classification problems, and natural language processing–related tasks. Additionally, th looks at counterfactual explanations for AI models. Practical Explainable AI Using Python shines the light on deep learning models, rule-based expert systems, and computer vision tasks using various XAI frameworks.

What Youll Learn

Review the different ways of making an AI model interpretable and explainable
Examine the biasness and good ethical practices of AI models
Quantify, visualize, and estimate reliability of AI models
Design frameworks to unbox the black-box models
Assess the fairness of AI models
Understand the building blocks of trust in AI models
Increase the level of AI adoption

Who This Book Is For

AI engineers, data scientists, and software developers involved in driving AI projects/ AI products.

Price: 50.54 USD

Location: Jessup, Maryland

End Time: 2024-10-29T16:01:09.000Z

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Practical Explainable AI Using Python : Artificial Intelligence Model Explana...

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Book Title: Practical Explainable AI Using Python : Artificial Intelligence M

Number of Pages: Xviii, 344 Pages

Publication Name: Practical Explainable AI Using Python : Artificial Intelligence Model Explanations Using Python-Based Libraries, Extensions, and Frameworks

Language: English

Publisher: Apress L. P.

Subject: Intelligence (Ai) & Semantics, Programming Languages / Python

Publication Year: 2021

Type: Textbook

Item Weight: 24.4 Oz

Item Length: 10 in

Author: Pradeepta Mishra

Subject Area: Computers

Item Width: 7 in

Format: Trade Paperback