Copied Explainable AI with Python
Explainable AI with Python
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.
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
|
|
$59.99 | $59.99 |
|
$54.00 | See Site | In stock | Visit Store |
Reviews
Questions & Answers
Renewable Energies for Central Asia Countries: Economic, Environmental and Social Impacts
$219.99
Rocky Shores: Exploitation in Chile and South Africa
$54.99
Forstliche Anbauversuche mit der Metasequoia glyptostroboides im Raum Westfalen
$54.99
Water Scarcity in the Mediterranean
$219.99
Directory of Solvents
$329.99
Atlas of Head/Neck and Spine Normal Imaging Variants
$249.99
Alternative Fuels and Advanced Combustion Techniques as Sustainable Solutions for Internal Combustio
$179.99
Understanding Psychology in the Context of Relationship, Community, Workplace and Culture
$159.99
Research in Cryptology
$39.99
An Introduction to the Mathematical Theory of Inverse Problems
$49.99
Developing Self-regulation of Learning and Teaching Skills Among Teacher Candidates
$54.99
Continuum Mechanics in Environmental Sciences and Geophysics
$109.99
Clinical Management of Malignant Melanoma
$169.99
Mathematica als Werkzeug Eine Einfhrung mit Anwendungsbeispielen
$49.99
Bio-Inspired Collaborative Intelligent Control and Optimization
$169.99
Mnsteraner Sachverstndigengesprche
$59.99
Intervision
$64.99
Regional Growth Dynamics in India in the Post-Economic Reform Period
$84.99
Clear Speech
$37.99
Rigid Analytic Geometry and Its Applications
$59.99
Sex, Time, and Space in Contemporary Fiction
$54.99
Experimentelle Untersuchungen an der berstrmenden Flssigkeitsschicht in Vollmantelschleudern ohne
$59.99
Introduction to Clinical Informatics
$109.99
Psychotechnik der Buchfhrung
$59.99
Global Cooperation and G20
$84.99
Innovations in Rhinoplasty
$169.99
A Comparative Political Economy of Industrial Capitalism
$54.99
Die Erforschung des tropischen Luftozeans in Niederlndisch-Ost-Indien
$44.99
Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
$64.99
Das Geheimnis erfolgreicher Personalbeschaffung
$64.99
Overlooking Conventions
$69.99
Gordon Ramsay's Home Cooking - Everything You Need to Know to Make Fabulous Food by Gordon Ramsay
$32.00
Advances in Cryptology - CRYPTO 2000
$39.99
India's New Capitalists
$109.99
Declarative Models of Concurrent Cyclic Processes
$119.00
Trends in Colloid and Interface Science XXIV
$219.99
Kommunales Rechnungswesen
$59.99
The Economics of Human Rights
$69.99
Maschinen und Werkzeuge fr die spangebende Holzbearbeitung
$49.99
Decolonizing Theology in Revolution
$99.99
