BigQuery Integrations with Vertex AI

Experience the magic of Large Language Models (LLMs) like Gemini, applied to your BigQuery data at scale! BigQuery's Vertex AI integration empowers you to use the Gemini models to analyze unstructured, semi-structured, and structured data - using just SQL.

In this video, you'll learn how Gemini models can help you generate new insights, enrich your datasets, and even analyze multimodal content including images, videos, and text. You'll see an end-to-end demo in BigQuery Studio that analyzes a dataset of images, generating structured content and fusing in world knowledge to augment data understanding.

Discover the power of semantic search! With BigQuery's vector search capabilities, you can analyze unstructured data like text, images, and videos based on their underlying meaning. Explore how machine learning transforms your data into numerical representations called embeddings, making it possible to find connections that traditional keyword searches often miss.

In this video, you'll learn how BigQuery seamlessly generates embeddings from unstructured objects and enables semantic search using familiar SQL functions. See a real-world example as we use these techniques to search a non-labeled product image catalog with text.

Turn your documents into actionable data! This video explores the power of BigQuery's integration with Document AI. Learn how to transform unstructured documents – think invoices, contracts, forms – into neatly structured tables within your data warehouse, unlocking smarter insights using familiar SQL syntax.

In this video, you'll learn to connect BigQuery with unstructured documents in Cloud Storage. You'll see how Document AI's advanced processors extract important data and bring it into BigQuery for analysis. See a real-world example as we parse e-commerce invoices and gain insights into customer orders.

Unlock the power of your audio data! This video demonstrates how BigQuery's integration with Cloud Speech-to-Text lets you transform audio files – think customer calls, interviews, feedback – into structured text transcripts. Analyze this data at scale within your data warehouse, fueling smarter decisions and deeper customer understanding.

In this video, you'll learn how to connect BigQuery to audio files in Cloud Storage, transcribe that audio using simple SQL, and combine it with other structured data in your warehouse. Watch a real-world example, as we transcribe customer support calls and gain actionable insights from their contents.