Core concept

Import TF, XGBoost, ONNX. Foundation models (Gemini, embedding) via ML.GENERATE_TEXT/EMBEDDING.

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How it works

Not full replacement for Vertex AI. Great for SQL-fluent teams.

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Trade-offs + gotchas

Analytics teams doing basic ML. Feature engineering + prediction in SQL pipelines.