A Component-by-Component Introduction to TensorFlow Extended (TFX)addCodeaddText
Note: We recommend running this tutorial in a Colab notebook, with no setup required! Just click “Run in Google Colab”.
This Colab-based tutorial will interactively walk through each built-in component of TensorFlow Extended (TFX).
It covers every step in an end-to-end machine learning pipeline, from data ingestion to pushing a model to serving.
When you’re done, the contents of this notebook can be automatically exported as TFX pipeline source code, which you can orchestrate with Apache Airflow and Apache Beam.
Note: This notebook demonstrates the use of native Keras models in TFX pipelines. TFX only supports the TensorFlow 2 version of Keras.
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