Tag: Fairness
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4 Principles of Responsible AI and Best Practices to Adopt Them
Data Access, Data Classification, Data Encryption, Fairness, Representation in Training Datasets, Responsible Artificial Intelligence, Synthetic Data, Training Data, Transparency, Usage RestrictionsAuthor: Cem Dilmegani; Publisher: AI Multiple; Publication Year: 2022. The following article explores 4 principles for responsible AI design and recommends best practices. The 4 principles, along with best practices, include: 1). achieving fairness by…
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Reducing Bias in AI-Based Financial Services
Accuracy, Artificial Intelligence, Banking & Finance, Bias, Data Governance, Data Governance Programs, Discrimination, Ethical Data Frameworks, Fairness, Gender, Machine Learning, Modeling, Predictions, RaceAuthor: Aaron Klein; Publisher: The Brookings Institution; Publication Year: 2020. The following paper goes in depth regarding why establishing and maintaining proper data governance programs and ethical data frameworks are so important to financial institutions.…
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What Is Data Ethics and How Can Storage Improve Ethics Best Practices?
Access Control, Accountability, Availability, Consumer Rights Laws, Data Governance, Data Privacy, Ethical Data Usage, Ethical Framework, Fairness, Individual Data, Integrity, Risks, Transparency, UsabilityAuthor: N/A; Publisher: Pure Storage; Publication Year: N/A. The following article introduces the topic of data ethics by stating that it answers the questions “how can our organization collect, store, and use data ethically?” and…