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[HTML][HTML] Systematic review of data-centric approaches in artificial intelligence and machine learning
P Singh - Data Science and Management, 2023 - Elsevier
Artificial intelligence (AI) relies on data and algorithms. State-of-the-art (SOTA) AI smart
algorithms have been developed to improve the performance of AI-oriented structures …
algorithms have been developed to improve the performance of AI-oriented structures …
Security for machine learning-based software systems: A survey of threats, practices, and challenges
The rapid development of Machine Learning (ML) has demonstrated superior performance
in many areas, such as computer vision and video and speech recognition. It has now been …
in many areas, such as computer vision and video and speech recognition. It has now been …
Analyzing the evolution and maintenance of ml models on hugging face
Hugging Face (HF) has established itself as a crucial platform for the development and
sharing of machine learning (ML) models. This repository mining study, which delves into …
sharing of machine learning (ML) models. This repository mining study, which delves into …
Data smells: categories, causes and consequences, and detection of suspicious data in AI-based systems
High data quality is fundamental for today's AI-based systems. However, although data
quality has been an object of research for decades, there is a clear lack of research on …
quality has been an object of research for decades, there is a clear lack of research on …
[HTML][HTML] Data pipeline quality: Influencing factors, root causes of data-related issues, and processing problem areas for developers
Data pipelines are an integral part of various modern data-driven systems. However, despite
their importance, they are often unreliable and deliver poor-quality data. A critical step …
their importance, they are often unreliable and deliver poor-quality data. A critical step …
Intelligent technologies, enzyme-embedded and microbial degradation of agricultural plastics
This review appraised current research on enzyme-embedded biodegradable agricultural
plastics and microbial degradation, given that the increased use of fossil-fuel-based plastics …
plastics and microbial degradation, given that the increased use of fossil-fuel-based plastics …
Maintainability challenges in ML: A systematic literature review
Background: As Machine Learning (ML) advances rapidly in many fields, it is being adopted
by academics and businesses alike. However, ML has a number of different challenges in …
by academics and businesses alike. However, ML has a number of different challenges in …
[HTML][HTML] Software engineering practices for machine learning—Adoption, effects, and team assessment
Abstract Machine learning (ML) is extensively used in production-ready applications, calling
for mature engineering techniques to ensure robust development, deployment and …
for mature engineering techniques to ensure robust development, deployment and …
Design patterns for ai-based systems: A multivocal literature review and pattern repository
L Heiland, M Hauser, J Bogner - 2023 IEEE/ACM 2nd …, 2023 - ieeexplore.ieee.org
Systems with artificial intelligence components, so-called AI-based systems, have gained
considerable attention recently. However, many organizations have issues with achieving …
considerable attention recently. However, many organizations have issues with achieving …
Artificial intelligence and cancer control: toward prioritizing justice, equity, diversity, and inclusion (JEDI) in emerging decision support technologies
Abstract Purpose for Review This perspective piece has two goals: first, to describe issues
related to artificial intelligence-based applications for cancer control as they may impact …
related to artificial intelligence-based applications for cancer control as they may impact …