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AIX: Artificial Intelligence needs eXplanation

Why and how transparency increases the success of AI solutions.

Paperback Engels 2019 1e druk 9789081556842
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Samenvatting

Most companies today have huge amounts of data available that offer great potential to improve human decision making. However, the available technology is not transparent, the resulting decisions may be biased, and people question the ethics of artificial intelligence. This book introduces effective implementation.

The author provides convincing arguments and practical guidance for both business managers and specialists to take ownership of the intelligence that is required to design effective decision support systems. This easy to read and illustrated book includes examples that will demystify AI technology and enable you to engage in meaningful conversations on how to apply AI in your organization.

"Spreeuwenberg does a masterful job in illustrating why explainable AI is paramount for busienss profits and society and can be accomplished through her six step process. Truth and trust in artificial intelligence is critical for successful solutions, and now we have the framework on how to do it!" - Neil Sahota, IBM Master Inventor, United Nations (UN) Artificial Intelligence (AI) subject matter expert, and Professor at UC Irvine

"Artificial Intelligence is in the hart of the Digital Transition of our Global Society. It is therefore crucial that anyone offering or developing AI can be held accountable. This book makes a great case for one of the key principles that AI needs to be explainable. Only then can one trust the technology and avoid discrimination" - Frits Bussemaker, chair Institute for Accountability in the Digital Age

Specificaties

ISBN13:9789081556842
Taal:Engels
Bindwijze:paperback
Aantal pagina's:85
Uitgever:LibRT
Druk:1
Verschijningsdatum:30-12-2019
Hoofdrubriek:IT-management / ICT

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AIX: Artificial Intelligence needs eXplanation
Silvie Spreeuwenberg 28 januari 2020 Denkt u ook weleens: ‘waarom krijg ik deze aanbeveling te zien?'. Helaas krijgt u geen uitleg terwijl iedere online winkel, streamingdienst en sociale media investeert in artificiële intelligentie om schaarse advertentieruimte te vullen met de meest kansrijke aanbieding.

Over Silvie Spreeuwenberg

Silvie Spreeuwenberg is an acknowledged expert in the field of AI and has consulted with many government institutions and large corporations for over 20 years. She studied AI at Utrecht University and holds a global executive MBA from Erasmus University. She firmly believes in the responsibility of business managers to take ownership of the intelligence required to design effective decision support systems.

Andere boeken door Silvie Spreeuwenberg

Inhoudsopgave

1 Introduction
Choose for AI and explainability
2 Higher ROI
Systems that explain themselves have higher ROI
3 More trust
Your business will be trusted
4 Improved decisions
Explanations enhance decision making
5 Six-steps
Explainable AI is feasible using a six-steps approach
-Get a shared understanding of the domain
-Understand the task and select the right scope
-Collect the right data and improve its quality
-Select AI techniques that deliver results
-Generate good explanations
-Evolve the system over time
6 Be ethical
Society is demanding transparency
7 Terminology
Definitions of ambiguous terms and abbreviations
8 References
Recommendations for further reading and sourcing used

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