Tag: Decision-Making
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How Inclusive Machine Learning Can Benefit Your Organization
Author: Christopher Tozzi; Publisher: ITPro Today; Publication Year: 2022. The following article discusses how businesses have started putting more of an “inclusive” focus on machine learning models to avoid bias and error while creating models.…
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Great Promise but Potential for Peril
Artificial Intelligence, Automation, Decision-Making, Discrimination, Healthcare, Hiring Software, Human Judgement, Machine Learning, Product Development, Surveillance, Unconscious BiasAuthor: Christina Pazzanese Publisher: The Harvard Gazette Publication Year: 2020 Summary: The following article starts off by talking about all the different ways in which AI or machine learning can help improve society and business.…
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Bias in AI: What it is, Types, Examples & 6 Ways to Fix It in 2022
Artificial Intelligence, Automation, Debiasing, Decision-Making, Diversify, Human-Driven Processes, Multidisciplinary, Representation in Training Datasets, Third-Party, Training Data, TransparencyAuthor: Cem Dilmegani; Publisher: AI Multiple; Publication Year: 2022. The following article describes how in the imperfect world, AI can’t be expected to be completely unbiased. However, there are various ways to minimize bias by…
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LUCID: Exposing Algorithmic Bias through Inverse Design
Decision-Making, Equality of Outcomes, Equality of Treatment, Locating Unfairness through Canonical Inverse Design, LUCID, Output Metrics, StatisticsAuthor: Carmen Mazijn, Carina Prunkl, Andres Algaba; Publisher: Institute for Ethics in AI, Oxford University; Publication Year: 2022. The following paper discusses how artificial intelligence systems can generate, propagate, support, and automate bias in decision-making…
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From Headlines to Headway: Defining Data Ethics and Its Impact on Data Workers
Author: Bridget Winds Cogley; Publisher: Tableau; Publication Year: 2018. Summary: The following article defines data ethics and its importance for data professionals. The author states that ethics live “at the intersection between laws and values,”…
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What Is Data Ethics and How Can Storage Improve Ethics Best Practices?
Accessibility, Artificial Intelligence, Customer Data, Cyberattacks, Data Collection, Data Integrity, Data Storage, Decision-Making, Encryption, RetentionAuthor: Anonymous; Publisher: Pure Storage; Publication Year: N/A. The following article describes how data ethics presents a common and pressing issue in today’s data-driven society, but it extends past data collection. Cyberattacks have become increasingly…