Explainable AI with Python

Name: Explainable AI with Python
Brand: Springer Nature
SKU: 9783030686390
Availability: InStock

Explainable AI with Python

Brand

Springer Nature

Manufacturer

N/A

Part Number

GTIN

9783030686390

Condition

New

0 Reviews

0 Questions | 0 Answers

Product Description

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. Beginning with examples of what Explainable AI (XAI) is and why it is needed in the field, the book details different approaches to XAI depending on specific context and need. Hands-on work on interpretable models with specific examples leveraging Python are then presented, showing how intrinsic interpretable models can be interpreted and how to produce human understandable explanations. Model-agnostic methods for XAI are shown to produce explanations without relying on ML models internals that are opaque. Using examples from Computer Vision, the authors then look at explainable models for Deep Learning and prospective methods for the future. Taking a practical perspective, the authors demonstrate how to effectively use ML and XAI in science. The final chapter explains Adversarial Machine Learning and how to do XAI with adversarial examples.

Available Colors

N/A

Available Sizes

N/A

1 Offer Price Range: $59.99 - $59.99

BEST PRICE

Single Product Purchase

$54.00

@ Link.springer.com with extra coupon Get Coupon & BUY

Price Comparison

Seller	Contact Seller	List Price	On Sale	Shipping	Best Promo	Final Price	Volume Discount	Financing	Availability	Seller's Page
BEST PRICE 1 Product Purchase @ Link.springer.com Rate Seller This functionality is for registered users only. Go to Login/Register		$59.99	$59.99		10% OFF This deals requires coupon Get Code Here your10off @ Link.springer.com Deals Ends 31/08/2025	$54.00		See Site	In stock	Visit Store