Scale By The Bay 2020 · November 2020 · with Hannes Hapke

Automate the Boring ML Stuff with Pipelines

Production machine learning systems fail in unexpected ways — data shifts, preprocessing mismatches, and misleading metrics. Covers automated ML pipelines using TensorFlow Extended and Kubeflow Pipelines, including data validation, preprocessing, training, in-depth model analysis, and automated orchestration to produce consistent, fair models.