Operating AI : bridging the gap between technology and business
by
 
Jägare, Ulrika, author.

Title
Operating AI : bridging the gap between technology and business

Author
Jägare, Ulrika, author.

ISBN
9781394320707
 
9781119833208
 
9781119833215

Physical Description
1 online resource : illustrations

General Note
Includes index.

Contents
Balancing the AI investment -- Data engineering focused on AI -- Embracing MLOps -- Deployment with AI operations in mind -- Operating AI is different from operating software -- AI is all about trust -- Achieving business value from AI.

Abstract
A holistic and real-world approach to operationalizing artificial intelligence in your company In Operating AI, Director of Technology and Architecture at Ericsson AB, Ulrika Jg̃are, delivers an eye-opening new discussion of how to introduce your organization to artificial intelligence by balancing data engineering, model development, and AI operations. You'll learn the importance of embracing an AI operational mindset to successfully operate AI and lead AI initiatives through the entire lifecycle, including key areas such as; data mesh, data fabric, aspects of security, data privacy, data rights and IPR related to data and AI models. In the book, you'll also discover: How to reduce the risk of entering bias in our artificial intelligence solutions and how to approach explainable AI (XAI) The importance of efficient and reproduceable data pipelines, including how to manage your company's data An operational perspective on the development of AI models using the MLOps (Machine Learning Operations) approach, including how to deploy, run and monitor models and ML pipelines in production using CI/CD/CT techniques, that generates value in the real world Key competences and toolsets in AI development, deployment and operations What to consider when operating different types of AI business models With a strong emphasis on deployment and operations of trustworthy and reliable AI solutions that operate well in the real world--and not just the lab--Operating AI is a must-read for business leaders looking for ways to operationalize an AI business model that actually makes money, from the concept phase to running in a live production environment.

Local Note
John Wiley and Sons

Subject Term
Artificial intelligence -- Industrial applications.
 
Artificial intelligence.
 
Business -- Data processing.
 
Business -- Technological innovations.
 
Intelligence artificielle -- Applications industrielles.
 
Intelligence artificielle.
 
Gestion -- Informatique.
 
Affaires -- Innovations.
 
Intelligence (AI) & Semantics.
 
Business Intelligence Tools.
 
Enterprise Applications.
 
COMPUTERS.
 
Data Mining.
 
Databases.
 
Artificial intelligence -- Industrial applications
 
Artificial intelligence
 
Business -- Data processing
 
Business -- Technological innovations

Genre
Electronic books.

Electronic Access
https://onlinelibrary.wiley.com/doi/book/10.1002/9781394320707


LibraryMaterial TypeItem BarcodeShelf Number[[missing key: search.ChildField.HOLDING]]Status
Online LibraryE-Book597516-1001HF5548.2 .J34 2022Wiley E-Kitap Koleksiyonu