bigquery-ai-ml

Skill: bigquery-ai-ml

This skill defines the usage and rules for BigQuery AI/ML functions, preferring SQL-based Skills over dedicated BigQuery tools.

1. Skill vs Tool Preference (BigQuery AI/ML)

Agents should prefer using the Skill (SQL via execute_sql()) over dedicated BigQuery tools for functionalities like Forecasting and Anomaly Detection.

Use execute_sql() with the standard BigQuery AI.* functions for these tasks instead of the corresponding high-level tools.

2. Mandatory Reference Routing

This skill file does not contain the syntax for these functions. You MUST read the associated reference file before generating SQL.

CRITICAL: DO NOT GUESS filenames. You MUST only use the exact paths provided below.

Function	Description	Required Reference File to Retrieve
AI.FORECAST	Time-series forecasting via the pre-trained TimesFM model	references/bigquery_ai_forecast.md
AI.CLASSIFY	Categorize unstructured data into predefined labels	references/bigquery_ai_classify.md
AI.DETECT_ANOMALIES	Identify deviations in time-series data via the pre-trained TimesFM model	references/bigquery_ai_detect_anomalies.md
AI.GENERATE	General-purpose text and content generation	references/bigquery_ai_generate.md
AI.GENERATE_BOOL	Generate a boolean value (TRUE/FALSE) based on a prompt	references/bigquery_ai_generate_bool.md
AI.GENERATE_DOUBLE	Generate a floating-point number based on a prompt	references/bigquery_ai_generate_double.md
AI.GENERATE_INT	Generate an integer value based on a prompt	references/bigquery_ai_generate_int.md
AI.IF	Evaluate a natural-language boolean condition	references/bigquery_ai_if.md
AI.SCORE	Rank items by semantic relevance (use with ORDER BY)	references/bigquery_ai_score.md
AI.SIMILARITY	Compute cosine similarity between two inputs	references/bigquery_ai_similarity.md
AI.SEARCH	Semantic search on tables with autonomous embedding generation	references/bigquery_ai_search.md