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Human-centered technology and the role of Responsible AIWomen in Machine Learning Symposium 20222022-12-09
Describes concrete fixes: Search uses BERT to reinterpret ambiguous queries so explicit or stereotyped results get reduced and demoted problematic content…
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Machine Learning Fairness: Lessons LearnedGoogle I/O 20192019-05-07
Concrete lessons on ML fairness focus on data, measurement, and design: open datasets need geographic and contextual coverage (Open Images Extended is 80% from…
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TensorFlow Extended (TFX): Machine Learning Pipelines and Model UnderstandingGoogle I/O 20192019-05-07
End-to-end production pipelines here use TFX components (ExampleGen, Transform, Trainer, ModelValidator) wired through ML Metadata so artifacts and lineage are…
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