Bigquery Ai Ml

---
name: bigquery-ai-ml
description: ">- Leverages BigQuery's built-in machine learning and GenAI capabilities for advanced data analytics. Use when you need to write SQL queries that perform time-series forecasting, detect outliers, find key drivers, or leverage generative AI capabilities in BigQuery."
category: data-science-and-ml
source_repo: google/skills
source_path: "skills/cloud/bigquery-ai-ml/SKILL.md"
source_url: https://github.com/google/skills/blob/HEAD/skills/cloud/bigquery-ai-ml/SKILL.md
---


# BigQuery AI & ML

BigQuery integrates with Vertex AI to provide powerful machine learning and
generative AI capabilities directly within SQL queries using built-in functions
like `AI.FORECAST`, `AI.KEY_DRIVERS`, `AI.DETECT_ANOMALIES`, and `AI.GENERATE`.

## Reference Directory

-   [AI Forecast](references/ai_forecast.md): Leveraging pre-trained
    TimesFM model for forecasting without custom training.

-   [AI Detect Anomalies](references/ai_detect_anomalies.md): Identify
    deviations in time series data using pre-trained TimesFM model.

-   [AI Generate](references/ai_generate.md): General-purpose text and
    content generation using Gemini models.

-   [AI Key Drivers](references/ai_key_drivers.md): Automatically identify
    dimensional segments most responsible for driving changes in a metric.

## Related Skills

- [BigQuery Basics Skill](../bigquery-basics):
  SKILL.md file for core BigQuery concepts, resource management, CLI,
  and client libraries.

---

**Source:** [`google/skills`](https://github.com/google/skills) → `skills/cloud/bigquery-ai-ml/SKILL.md`