Using LLMs in Amazon Bedrock using SQL statements
In this recipe, you’ll learn how to leverage LLMs for language translation directly within Amazon Redshift through its native integration with Amazon Bedrock. Amazon Redshift ML now extends its SQL-based ML capabilities to include foundation models available through Bedrock, enabling you to perform sophisticated natural language processing tasks using familiar SQL commands. We’ll demonstrate this capability by translating order comments from Spanish to English using Anthropic Claude 3 Haiku, one of the foundation models available through Amazon Bedrock. This integration showcases how you can combine Amazon Redshift’s data warehousing capabilities with advanced language models to perform translations directly within your database environment, eliminating the need for external translation services or data movement.
Getting ready
To complete this recipe, you will need:
- An Amazon Redshift data warehouse...
