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BigQuery AI & ML

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
.
BigQuery与Vertex AI集成，通过
AI.FORECAST
、
AI.KEY_DRIVERS
、
AI.DETECT_ANOMALIES
和
AI.GENERATE
等内置函数，直接在SQL查询中提供强大的机器学习和生成式AI能力。

Reference Directory

参考目录

  • AI Forecast: Leveraging pre-trained TimesFM model for forecasting without custom training.
  • AI Detect Anomalies: Identify deviations in time series data using pre-trained TimesFM model.
  • AI Generate: General-purpose text and content generation using Gemini models.
  • AI Key Drivers: Automatically identify dimensional segments most responsible for driving changes in a metric.
  • AI Forecast：利用预训练的TimesFM模型进行预测，无需自定义训练。
  • AI Detect Anomalies：使用预训练的TimesFM模型识别时间序列数据中的偏差。
  • AI Generate：使用Gemini模型生成通用文本和内容。
  • AI Key Drivers：自动识别对指标变化影响最大的维度细分。

Related Skills

相关技能

  • BigQuery Basics Skill: SKILL.md file for core BigQuery concepts, resource management, CLI, and client libraries.
  • BigQuery基础技能：包含核心BigQuery概念、资源管理、CLI及客户端库的SKILL.md文件。