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Synthetic Data Generation
lnbressa
Author: Christian Schitton; Publisher: Medium; Publication Year: 2022. The following article discusses how synthetic data is a less well-known area of data science. Synthetic data addresses issues of insufficient representation in data. For example, models can become biased when trained on datasets where demographics are underrepresented. By creating synthetic, but demographically…
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4 Principles of Responsible AI and Best Practices to Adopt Them
2022, Bias, Blog Article, Code of Ethics, Communities of Practice, Diversity, Equity & Inclusion, Notable Peoplelnbressa
Author: 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 ensuring the training data is representative of the population, analyzing outcomes among subpopulations, and continuous monitoring of the…
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