Author: denizdahman
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Is it time to understand the cause?
Attention: IT Recruiters, HR Professionals, and IT & Computer Science Executives CrowdStrike issue causes major outage affecting businesses around the world The structure of this article is as follows: the initial section presents the breaking news and its core details, the second section offers an introduction to a personal perspective on the distinctions between job…
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“DisguiseData: A Proposed Method for Generating Synthetic Data”
Attention: to whom interested in Integrating privacy into data equations. Fundamentals Since the revolution of the internet and the advancement of AI, it has become evident that data is a valuable resource. Many giant corporations strive to collect as much data as possible, often boasting about their data processing capabilities. The more data they can…
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AI Development- The Basics of Defining and Following a Guided Path
Attention Business Owners, Decision Makers, and Professionals Fundamentals The incorporation of AI has become a crucial element in a multitude of solutions, a reality that is apparent in every product, whether digital or physical, that a company produces. Consequently, it has become increasingly evident that proficiency in developing, creating, utilizing, or at least understanding AI…
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Review of Data Privacy Techniques: Concepts, Scenarios and Architectures, Simulations, Challenges, and Future Directions
The recognition of data as a natural resource has made headlines in the new era of industrialization. Companies now leverage this resource to enhance their services and products, often promising optimal outcomes. While data has always held significant value, recent advancements in AI and ML frameworks have brought this fact to the forefront. However, it…
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“The Norm Culture” advocates for the introduction of a security layer in continuously learning AI models to protect against data and label poisoning attacks
This paper presents a method to protect learning AI models against data and label poisoning attacks; The Norm Culture method posits that each class in an image classification problem possesses an inherent structure that serves as a primary defense against attacks—such as data or label poisoning—that can corrupt new training and testing samples during the…