Explainable AI with Python

by Gianfagna, Leonida

Type Book

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Title Statements

Full title :Explainable AI with Python / Leonida Gianfagna, Antonio Di Cecco.

Summary

This book provides a full presentation of the current concepts and available techniques to make "machine learning" systems more explainable. The approaches presented can be applied to almost all the current "machine learning" models: linear and logistic regression, deep learning neural networks, natural language processing and image recognition, among the others. Progress in Machine Learning is increasing the use of artificial agents to perform critical tasks previously handled by humans (healthcare, legal and finance, among others). While the principles that guide the design of these agents are understood, most of the current deep-learning models are "opaque" to human understanding. Explainable AI with Python fills the current gap in literature on this emerging topic by taking both a theoretical and a practical perspective, making the reader quickly capable of working with tools and code for Explainable AI

Edition Statements

Publication Date:2021

Publication Statements

Publisher(s):Springer
Place of Publication:Cham, Switzerland
Language:eng
Publication Date:2021

The Physical Object

Description:1 online resource (viii, 202 pages) : : illustrations (some color)

Edition Identifiers

ISBN:9783030686406, 303068640X
DOI:10.1007/978-3-030-68640-6
oclc:on1249510556
LC Classification:Q325.5
Dewey Decimal:006.3/1

The Landscape -- Explainable AI: needs, opportunities and challenges -- Intrinsic Explainable Models -- 3.1. Loss Function -- Model-agnostic methods for XAI -- Explaining Deep Learning Models -- Making science with Machine Learning and XAI -- Adversarial Machine Learning and Explainability --A proposal for a sustainable model of Explainable AI.

Subjects

Apprentissage automatique artificial intelligence Intelligence artificielle Machine learning Neural networks (Computer science) Neural Networks, Computer Python (Computer program language) Python (Langage de programmation) Réseaux neuronaux (Informatique)