Data Quality And Artificial Intelligence
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Data Quality And Artificial Intelligence
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Author :
language : en
Publisher:
Release Date : 2019
Data Quality And Artificial Intelligence written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with categories.
Algorithms used in machine learning systems and artificial intelligence (AI) can only be as good as the data used for their development. High quality data are essential for high quality algorithms. Yet, the call for high quality data in discussions around AI often remains without any further specifications and guidance as to what this actually means. Since there are several sources of error in all data collections, users of AI-related technology need to know where the data come from and the potential shortcomings of the data. AI systems based on incomplete or biased data can lead to inaccurate outcomes that infringe on people’s fundamental rights, including discrimination. Being transparent about which data are used in AI systems helps to prevent possible rights violations. This is especially important in times of big data, where the volume of data is sometimes valued over quality.
Bs Iso Iec 5259 2 Artificial Intelligence Data Quality For Analytics And Machine Learning Ml
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Author : British Standards Institution
language : en
Publisher:
Release Date : 2023
Bs Iso Iec 5259 2 Artificial Intelligence Data Quality For Analytics And Machine Learning Ml written by British Standards Institution and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023 with categories.
Data Quality
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Author : Prashanth Southekal
language : en
Publisher: John Wiley & Sons
Release Date : 2023-02-01
Data Quality written by Prashanth Southekal and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-01 with Business & Economics categories.
Discover how to achieve business goals by relying on high-quality, robust data In Data Quality: Empowering Businesses with Analytics and AI, veteran data and analytics professional delivers a practical and hands-on discussion on how to accelerate business results using high-quality data. In the book, you’ll learn techniques to define and assess data quality, discover how to ensure that your firm’s data collection practices avoid common pitfalls and deficiencies, improve the level of data quality in the business, and guarantee that the resulting data is useful for powering high-level analytics and AI applications. The author shows you how to: Profile for data quality, including the appropriate techniques, criteria, and KPIs Identify the root causes of data quality issues in the business apart from discussing the 16 common root causes that degrade data quality in the organization. Formulate the reference architecture for data quality, including practical design patterns for remediating data quality Implement the 10 best data quality practices and the required capabilities for improving operations, compliance, and decision-making capabilities in the business An essential resource for data scientists, data analysts, business intelligence professionals, chief technology and data officers, and anyone else with a stake in collecting and using high-quality data, Data Quality: Empowering Businesses with Analytics and AI will also earn a place on the bookshelves of business leaders interested in learning more about what sets robust data apart from the rest.
Data Quality And Artificial Intelligence
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Author : European union agency for fundamental rights
language : en
Publisher:
Release Date : 2019
Data Quality And Artificial Intelligence written by European union agency for fundamental rights and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with categories.
17th Innovative Applications Of Artificial Intelligence Conference
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Author :
language : en
Publisher:
Release Date : 2005
17th Innovative Applications Of Artificial Intelligence Conference written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Artificial intelligence categories.
Data Centric Artificial Intelligence For Multidisciplinary Applications
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Author : Parikshit N Mahalle
language : en
Publisher: CRC Press
Release Date : 2024-06-06
Data Centric Artificial Intelligence For Multidisciplinary Applications written by Parikshit N Mahalle and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-06 with Computers categories.
This book explores the need for a data‐centric AI approach and its application in the multidisciplinary domain, compared to a model‐centric approach. It examines the methodologies for data‐centric approaches, the use of data‐centric approaches in different domains, the need for edge AI and how it differs from cloud‐based AI. It discusses the new category of AI technology, "data‐centric AI" (DCAI), which focuses on comprehending, utilizing, and reaching conclusions from data. By adding machine learning and big data analytics tools, data‐centric AI modifies this by enabling it to learn from data rather than depending on algorithms. It can therefore make wiser choices and deliver more precise outcomes. Additionally, it has the potential to be significantly more scalable than conventional AI methods. • Includes a collection of case studies with experimentation results to adhere to the practical approaches • Examines challenges in dataset generation, synthetic datasets, analysis, and prediction algorithms in stochastic ways • Discusses methodologies to achieve accurate results by improving the quality of data • Comprises cases in healthcare and agriculture with implementation and impact of quality data in building AI applications
Encyclopedia Of Artificial Intelligence
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Author :
language : en
Publisher: IGI Global
Release Date : 2009-01-01
Encyclopedia Of Artificial Intelligence written by and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-01-01 with Computers categories.
"This book is a comprehensive and in-depth reference to the most recent developments in the field covering theoretical developments, techniques, technologies, among others"--Provided by publisher.
Automating Data Quality Monitoring
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Author : Jeremy Stanley
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2024-01-09
Automating Data Quality Monitoring written by Jeremy Stanley and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-01-09 with Computers categories.
The world's businesses ingest a combined 2.5 quintillion bytes of data every day. But how much of this vast amount of data--used to build products, power AI systems, and drive business decisions--is poor quality or just plain bad? This practical book shows you how to ensure that the data your organization relies on contains only high-quality records. Most data engineers, data analysts, and data scientists genuinely care about data quality, but they often don't have the time, resources, or understanding to create a data quality monitoring solution that succeeds at scale. In this book, Jeremy Stanley and Paige Schwartz from Anomalo explain how you can use automated data quality monitoring to cover all your tables efficiently, proactively alert on every category of issue, and resolve problems immediately. This book will help you: Learn why data quality is a business imperative Understand and assess unsupervised learning models for detecting data issues Implement notifications that reduce alert fatigue and let you triage and resolve issues quickly Integrate automated data quality monitoring with data catalogs, orchestration layers, and BI and ML systems Understand the limits of automated data quality monitoring and how to overcome them Learn how to deploy and manage your monitoring solution at scale Maintain automated data quality monitoring for the long term
Artificial Intelligence Data Quality For Analytics And Machine Learning Ml Part 2 Data Quality Measures Iso Iec 5259 2 2024
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Author :
language : de
Publisher:
Release Date : 2025
Artificial Intelligence Data Quality For Analytics And Machine Learning Ml Part 2 Data Quality Measures Iso Iec 5259 2 2024 written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025 with categories.
Proceedings Of The International Ieee Conference On Tools For Artificial Intelligence
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Author :
language : en
Publisher:
Release Date : 2005
Proceedings Of The International Ieee Conference On Tools For Artificial Intelligence written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Algorithms categories.