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Google

Orchestrating a TFX Pipeline with Airflow

Google via Google Cloud Skills Boost

Overview

In this lab, you'll learn to create your own machine learning pipelines using TensorFlow Extended (TFX) and Apache Airflow as the orchestrator.

Syllabus

  • GSP1090
  • Overview
  • Apache Airflow for Pipeline Orchestration
  • Chicago Taxi Dataset
  • Setup
  • Enable Google Cloud services
  • Deploy Vertex Notebook instance
  • Setup the environment
  • Configuring Airflow server
  • Running a DAG/Pipeline
  • Understanding the components
  • Congratulations!

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