Category: 2022
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8 Types of Data Bias That Can Wreck Your Machine Learning Models
Biased Data, Discrimination, Machine Learning, Representation, Selection Bias, Systemic Bias, Underrepresented DatasetsAuthor: Joanna Kaminska; Publisher: Statice; Publication Year: 2022. The following article discusses how it is important to know that while working with data there is a possibility that the data is biased; this is a…
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Human Bias in Machine Learning: How Well Do You Really Know Your Model?
Artificial Intelligence, Biased Data, Biased Results, Local Interpretable Model-Agnostic Explanations, Machine Learning, Objective Algorithm, Representation in Training Datasets, Training DataAuthor: Jim Box, Elena Snavely, and Hiwot Tesfaye; Publisher: SAS Global Forum; Publication Year: 2022. The following paper discusses how it is a common consensus that artificial intelligence (AI) and machine learning (ML) are going…
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The Cost of AI Bias: Lower Revenue, Lost Customers
Author: Jessica Davis; Publisher: Information Week; Publication Year: 2022. The following article discusses how artificial intelligence (AI) bias is a relatively new phenomenon that has serious implications. Among organizations that experienced negative AI bias, 62%…
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At Google Cloud, A.I. Ethics Requires ‘Iced Tea’ and ‘Lemonaid’
Author: Jeremy Kahn; Publisher: Fortune; Publication Year: 2022. The following article discusses how in Google’s Cloud business, manufacturing customers desired using Google’s computer vision to search for and detect defects in their products on their…
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Five Ethical Challenges Facing Data-Driven Policing
Author: Jeremy Davis, Duncan Purves, Juan Gilbert, Schuyler Sturm; Publisher: AI and Ethics; Publication Year: 2022. The following paper lists out 5 challenges with “data-driven policing” which has become more common all across the U.S.…
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What Ethical Approaches are Used by Scientists When Sharing Health Data? An Interview Study
Consequentialism, Data Collection, Data Usage, Deontological Approach, Human Health Research, Procedural ComplianceAuthor: Jennifer Johansson; Publisher: BMC Medical Ethics; Publication Year: 2022. The following article discusses how as data analytics transforms human health research, Johansson seeks out prominent researchers to gain insights into how they uphold ethical…
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Caden Launches as Zero-Party Data Platform, Leading the Shift to Consumer Control of Data With $3.4M in Pre-Seed Funding From Investors Including Jerry Yang & Barry Sternlicht
Author: Jennifer Buonantony; Publisher: Globe Newswire; Publication Year: 2022. The following article discusses how as the world moves to be more ethically minded and conscious about the spread of data, companies are even moving to…
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Taser Maker Halts Drone Project; Most of Its Ethics Panel Resigns
Artificial Intelligence, Axon, Drones, Ethics Board, Racial Injustice, School Shooting, SurveillanceAuthor: Jeffrey Dastin, Paresh Dave; Publisher: Reuters; Publication Year: 2022. The following article discusses how the chairman and 9 other members of the 12 person artificial intelligence (AI) ethics board for the company Axon (the…
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10 Data Science Ethics Questions
Bias Mitigation, Data Accuracy, Data Collection, Data Representation, Data Usage, Legal Rights, Project ScopeAuthor: Jeff Saltz; Publisher: Data Science Process Alliance; Publication Year: 2022. The following article provides 10 questions for a data science team to incorporate ethics into their projects. These questions address various aspects of ethics…