A Dataset Exploration Case Study with Know Your Data

Posted by Mark Díaz and Emily Denton, Research Scientists, Google Research, Ethical AI Team Data underlies much of machine learning (ML) research and development, helping to structure what a machine learning algorithm learns and how models are evaluated and benchmarked. However, data collection and labeling can be complicated by unconscious biases, data access limitations and privacy concerns, among other challenges. As a result, machine learning datasets can reflect unfair social biases along d...

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