Hidden bias in datasets silently breaks machine learning systems in production. Stas Don presented practical techniques for detecting hidden bias in datasets before models reach production in his talk. Slide: 2026.berlinbuzzwords... Watch the full recording: youtu.be/O2Zl_shq6JM...
2026.berlinbuzzwords.deDetecting Hidden Bias in Datasets Before Models Fail – Berlin BuzzwordsHidden bias in datasets silently breaks machine learning systems in production. This talk shows how to detect data imbalance, leakage, and coverage gaps early using practical metrics, visualizations, and open-source tools—before misleading offline metrics turn into costly real-world failures.
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