Data Ethics Repository

Tag: Classification

Data Science Ethical Considerations: A Systematic Literature Review and Proposed Project Framework

Big Data, Big Data Analytics, Classification, Data Analysis

Author: Jeffrey S. Saltz, Neil Dewar; Publisher: Springer Link; Publication Year: 2019. The following article discusses how data science, and the related field of big data, is an emerging discipline involving the analysis of data…
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7 Revealing Ways AIs Fail

Algorithmic Bias, Artificial Intelligence, Classification, Explainability, Model Brittleness, Model Failure, Neural Network Models, Uncertainty

Author: Charles Q. Choi.; Publisher: IEEE Spectrum; Publication Year: 2021. The following article details 7 common flaws in AI models and many real-world examples of these failures. It touches particularly on neural network models, but…
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What Gets Counted Counts

Binaries, Classification, Exclusion, Hierarchies, Predictions

Author: Catherine D’Ignazio and Lauren Klein; Publisher: MIT Press; Publication Year: 2020. The following book chapter considers how within data science, practitioners are used to seeing the world in 1s and 0s – in fact,…
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