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Operating AI

Operating AI PDF Author: Ulrika Jagare
Publisher: John Wiley & Sons
ISBN: 1119833213
Category : Computers
Languages : en
Pages : 237

Book Description
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 Jägare, 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.

Operating AI

Operating AI PDF Author: Ulrika Jagare
Publisher: John Wiley & Sons
ISBN: 1119833213
Category : Computers
Languages : en
Pages : 237

Book Description
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 Jägare, 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.

AI-Based Transportation Planning and Operation

AI-Based Transportation Planning and Operation PDF Author: Keemin Sohn
Publisher: MDPI
ISBN: 3036503641
Category : Technology & Engineering
Languages : en
Pages : 124

Book Description
The purpose of this Special Issue is to create an an academic platform whereby high-quality research papers are published on the applications of innovative AI algorithms to transportation planning and operation. The authors present their original research articles related to the applications of AI or machine-learning techniques to transportation planning and operation. The topics of the articles encompass traffic surveillance, traffic safety, vehicle emission reduction, congestion management, traffic speed forecasting, and ride sharing strategy.

Operations Research and Artificial Intelligence

Operations Research and Artificial Intelligence PDF Author: C. W. Holsapple
Publisher: Intellect Books
ISBN: 9781567500363
Category : Business & Economics
Languages : en
Pages : 208

Book Description
This book provides conceptual underpinnings for relating artificial intelligence (AI) to operation research (OR). It includes tutorials on basic AI tools and techniques with thorough reference lists, as well as suggestive examples that connect AI and OR in various ways.

T Bytes Agile & AI Operations

T Bytes Agile & AI Operations PDF Author: IT Shades.com
Publisher: EGBG Services LLC
ISBN:
Category : Technology & Engineering
Languages : en
Pages : 74

Book Description
This document brings together a set of latest data points and publicly available information relevant for Agile & AI Operations Industry. We are very excited to share this content and believe that readers will benefit from this periodic publication immensely.

T Bytes Agile & AI Operations

T Bytes Agile & AI Operations PDF Author: IT-Shades
Publisher: EGBG Services LLC
ISBN:
Category : Computers
Languages : en
Pages : 77

Book Description
This document brings together a set of latest data points and publicly available information relevant for Agile & AI Operations Industry. We are very excited to share this content and believe that readers will benefit from this periodic publication immensely.

T-Byte Agile & AI Operations March 2021

T-Byte Agile & AI Operations March 2021 PDF Author: IT Shades
Publisher: EGBG Services LLC
ISBN:
Category : Computers
Languages : en
Pages : 45

Book Description
This document brings together a set of latest data points and publicly available information relevant for Agile & AI Operations Industry. We are very excited to share this content and believe that readers will benefit from this periodic publication immensely.

Integration of Constraint Programming, Artificial Intelligence, and Operations Research

Integration of Constraint Programming, Artificial Intelligence, and Operations Research PDF Author: Willem-Jan van Hoeve
Publisher: Springer
ISBN: 3319930311
Category : Computers
Languages : en
Pages : 616

Book Description
This book constitutes the proceedings of the 15th International Conference on Integration of Artificial Intelligence and Operations Research Techniques in Constraint Programming for Combinatorial Optimization Problems, CPAIOR 2018, held in Delft, The Netherlands, in June 2018. The 47 full papers presented together with 3 abstracts of invited talks and 3 abstracts of fast-track journal papers were carefully reviewed and selected from 111 submissions. The conference brings together interested researchers from constraint programming, artificial intelligence, and operations research to present new techniques or applications in the intersection of these fields and provides an opportunity for researchers in one area to learn about techniques in the others, and to show how the integration of techniques from different fields can lead to interesting results on large and complex problems.

Operations Research and Artificial Intelligence: The Integration of Problem-Solving Strategies

Operations Research and Artificial Intelligence: The Integration of Problem-Solving Strategies PDF Author: Donald E. Brown
Publisher: Springer Science & Business Media
ISBN: 9400922035
Category : Business & Economics
Languages : en
Pages : 512

Book Description
The purpose of this book is to introduce and explain research at the boundary between two fields that view problem solving from different perspectives. Researchers in operations research and artificial intelligence have traditionally remained separate in their activities. Recently, there has been an explosion of work at the border of the two fields, as members of both communities seek to leverage their activities and resolve problems that remain intractable to pure operations research or artificial intelligence techniques. This book presents representative results from this current flurry of activity and provides insights into promising directions for continued exploration. This book should be of special interest to researchers in artificial intelligence and operations research because it exposes a number of applications and techniques, which have benefited from the integration of problem solving strategies. Even researchers working on different applications or with different techniques can benefit from the descriptions contained here, because they provide insight into effective methods for combining approaches from the two fields. Additionally, researchers in both communities will find a wealth of pointers to challenging new problems and potential opportunities that exist at the interface between operations research and artificial intelligence. In addition to the obvious interest the book should have for members of the operations research and artificial intelligence communities, the papers here are also relevant to members of other research communities and development activities that can benefit from improvements to fundamental problem solving approaches.

Applications of Artificial Intelligence in Planning and Operation of Smart Grids

Applications of Artificial Intelligence in Planning and Operation of Smart Grids PDF Author: Mehdi Rahmani-Andebili
Publisher: Springer Nature
ISBN: 3030945227
Category : Technology & Engineering
Languages : en
Pages : 136

Book Description
Artificial intelligence (AI) is going to play a significant role in smart grid planning and operation, especially in solving its real-time problems, as it is fast, adaptive, robust, and less dependent on the system’s accurate model and parameters. This collection covers research advancements in the application of AI in the planning and operation of smart grids. A global group of researchers and scholars present innovative approaches to AI-based smart grid planning and operation, cover the theoretical concepts and experimental results of the application of AI-based techniques, and apply these techniques to deal with smart grid issues. Applications of Artificial Intelligence in Planning and Operation of Smart Grids is an ideal resource for researchers on the theory and application of AI, practicing engineers working in electrical power engineering, and students in advanced graduate-level courses.

Integration of Constraint Programming, Artificial Intelligence, and Operations Research

Integration of Constraint Programming, Artificial Intelligence, and Operations Research PDF Author: Pierre Schaus
Publisher: Springer Nature
ISBN: 3031080114
Category : Computers
Languages : en
Pages : 442

Book Description
This book constitutes the proceedings of the 19th International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, CPAIOR 2022, which was held in Los Angeles, CA, USA, in June 2022.The 28 regular papers presented were carefully reviewed and selected from a total of 60 submissions. The conference program included a Master Class on the topic "Bridging the Gap between Machine Learning and Optimization”.