Apache Beam Summit
August 24-28, 2020
The Beam Summit brings together experts and community to share the exciting ways they are using, changing, and advancing Apache Beam and the world of data and stream processing.
In this talk, Hannes is providing insights into using TensorFlow Extended (TFX) and Apache Beam for MLOps. He introduces how TFX is using Apache Beam for data pipeline tasks and for orchestrating entire ML pipelines. The audience learned how to run ML production pipelines with Apache Beam, and therefore, free the data scientist’s time from maintaining production machine learning models.
Hannes shows real-life examples for MLOps using TFX and Apache Beam. The talk is an introduction which is followed by a 1-hour workshop on how to write custom TFX components with TFX and Apache Beam.