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TODOs

iterative code examples

  • simple train, eval, deploy with SDK
  • orchestrate with Vertex pipelines
  • compare multiple forecast scenarios
  • compare multiple forecast modeling approaches (e.g., BQML Regression, ARIMA+, Vertex Forecast, FB Prophet, etc.)

Forecast MLOps

  • Model Versioning AutoML models with Vertex AI Model Registry (see example here
  • challenger vs blessed methodlogy for production deployments (see example here

features engineering & selection

  • forecasts that include external and/or public data (e.g., GDELT)