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Predictive models

The power of generative artificial intelligence: Revolutionizing cybersecurity, marketing, and creative industries

December 27, 2024 by Riddhiben Sunitkumar Shah

This article provides a comprehensive overview of generative artificial intelligence (GenAI) by tracing its evolution from early techniques such as Gaussian mixture models (GMMs) to recent advances like generative adversarial networks (GANs) and transformer-based models. Additionally, it outlines various key generative frameworks like variational autoencoders (VAEs), deep … [Read more...] about The power of generative artificial intelligence: Revolutionizing cybersecurity, marketing, and creative industries

User story-based automatic test case classification and prioritization using natural language processing-based deep learning

September 15, 2024 by Abineha Prabu, Suruthi Lavanya A, Sabarish B A iD, and Arun Kumar C

Software development starts with requirement engineering which involves establishing and documenting requirements. In agile environments, requirements are collected in the form of user stories. User stories play a crucial role in capturing functional requirements from end users. Testing and prioritizing user stories are essential to ensure whether the software meets the desired … [Read more...] about User story-based automatic test case classification and prioritization using natural language processing-based deep learning

Computational approaches in mental health

May 24, 2024 by Shamal Lalvani, Leandros Stefanopoulos, Nicos Maglaveras, Aggelos K. Katsaggelos

< In the past few decades, technology has played a considerable role in medical research. For example, advances in machine learning algorithms have allowed for automatic diagnosis of medical conditions, through techniques involving neuroimaging data, electronic health records and physiological biomarkers. Research in the past few decades has also resulted in a … [Read more...] about Computational approaches in mental health

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About the Magazine

IEEE Potentials Magazine is the publication dedicated to undergraduate and graduate students and young professionals. IEEE Potentials explores career strategies, the latest in research, and important technical developments. Through its articles, it also relates theories to practical applications, highlights technology’s global impact, and generates international forums that foster the sharing of diverse ideas about the profession.

POPULAR ARTICLE

Privacy implications of facial recognition technology

Facial recognition technology (FRT) has experienced enormous growth and rapid deployment across different sectors of the society in recent years, mostly motivated by safety, security, and commercial applications. However, major privacy questions arise around this technology, and regulators are still working to provide clear set of rules governing its use. This paper focuses on privacy implications of FRT usage. Specifically, we first present the definition of FRT, followed by an analysis of the vulnerability and risks that can potentially arise and how they might be concerning in such context. Finally, we discuss efforts needed to mitigate privacy concerns related to FRT, from both technical and regulatory perspectives.

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