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

Mishra, Pradeepta

ISBN 10: 1484271572 ISBN 13: 9781484271575

Editorial: Apress, 2021

Idioma: Ingl�s

Condici�n: Nuevo Encuadernaci�n de tapa blanda

Guardar para m�s tarde

Vendido por Books Puddle, New York, NY, Estados Unidos de America

Vendedor de AbeBooks desde 22 de noviembre de 2018

Calificaci�n del vendedor: 4 de 5 estrellas

Ver los art�culos de este vendedor

Ver todos los ejemplares de este libro

Nuevos - Encuadernaci�n de tapa blanda

Condici�n: Nuevo

Precio: EUR 78,84 Convertir moneda

EUR 9,88 gastos de env�o desde Estados Unidos de America a Espa�a Destinos, gastos y plazos de env�o

Cantidad disponible: 4 disponibles

A�adir al carrito

Guardar para m�s tarde

Descripci�n

1st ed. edition NO-PA16APR2015-KAP.

N� de ref. del art�culo 26390178398

Contactar al vendedor

Denunciar este art�culo

Detalles bibliogr�ficos

T�tulo

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

Editor

Apress

Fecha de publicaci�n

2021

Idioma

Ingl�s

ISBN 10

1484271572

ISBN 13

9781484271575

Encuadernaci�n

Encuadernaci�n de tapa blanda

Estado

New

Cat�logos de vendedores

Acerca de

Sinopsis

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 2.0+, Keras, and custom frameworks using Python wrappers.

You'll begin with an introduction to model explainability and interpretability basics, ethical consideration, and biases in predictions generated by AI models. Next, you'll look at methods and systems to interpret linear, non-linear, and time-series models used in AI. The book 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, the book 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 You'll 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.

Acerca del autor

Pradeepta Mishra is the Head of AI (Leni) at L&T Infotech (LTI), leading a large group of data scientists, computational linguistics experts, machine learning and deep learning experts in building next generation product, ‘Leni’ world’s first virtual data scientist. He was awarded as "India's Top - 40Under40DataScientists" by Analytics India Magazine. He is an author of 4 books, his first book has been recommended in HSLS center at the University of Pittsburgh, PA, USA. His latest book #PytorchRecipes was published by Apress. He has delivered a keynote session at the Global Data Science conference 2018, USA. He has delivered a TEDx talk on "Can Machines Think?", available on the official TEDx YouTube channel. He has delivered 200+ tech talks on data science, ML, DL, NLP, and AI in various Universities, meetups, technical institutions and community arranged forums.

"Sobre este t�tulo" puede pertenecer a otra edici�n de este libro.

Descripci�n de la librer�a

I mainly carry imported books from South East Asia / South Asia for readers of all Age Groups.

Ver la p�gina web de la librer�a

Informaci�n empresarial del vendedor

PLETOS INC
6931 51st Avenue, WOODSIDE, Woodside, NY, 11377, U.S.A.

Condiciones de venta y env�o

Condiciones de venta

We accept return for those books which are received damamged. Though we take appropriate care in packaing to avoid such situation.

Derecho a cancelaci�n

Condiciones de env�o

Tarifas de env�o de Estados Unidos de America a Espa�a

Tarifas de env�o de Estados Unidos de America a Espa�a
Cantidad del pedido	De 25 a 45 d�as h�biles	De 8 a 14 d�as h�biles
Primer art�culo	EUR 9.88	EUR 15.04

Los plazos de entrega los establecen los vendedores y var�an seg�n el transportista y la ubicaci�n. Los pedidos que pasan por la aduana pueden sufrir retrasos y los compradores son responsables de los aranceles o tarifas asociadas. Los vendedores pueden ponerse en contacto con usted en relaci�n con cargos adicionales para cubrir cualquier aumento en los costes de env�o de los art�culos.