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Orchestrating a TFX Pipeline with Airflow

Offered By: Google via Google Cloud Skills Boost

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Google Cloud Platform (GCP) Courses Apache Airflow Courses Machine Learning Pipelines Courses TensorFlow Extended Courses

Course Description

Overview

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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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