Building SQL Queries from Natural Language using LLMs скачать в хорошем качестве

Building SQL Queries from Natural Language using LLMs

Welcome to Episode 8 the conclusion of Bill’s Guide to A.I. series! In this final episode, Bill Kennedy demonstrates how to leverage LLMs to answer questions based on database data, showing how A.I. can interact with structured data to generate meaningful insights without the need for users to know SQL. Bill begins by explaining how to set up a system where an LLM can generate SQL queries in response to English language prompts, making it easier to query databases with non-textual data, like telemetry or inventory records. Using OLAMA to run an LLM and Postgres as the database, he walks through an example setup that transforms English questions into SQL code. Bill also provides insights on refining LLM prompts to handle relational data with multiple tables, emphasizing the importance of a schema that clearly indicates relationships between entities. With the right prompts, the LLM can generate SQL queries, retrieve the data, and then wrap it in an additional prompt, allowing the model to interpret the query results and deliver a human-readable answer. This episode offers valuable techniques for integrating A.I. with data systems, enabling A.I. models to query structured data and translate database responses into natural language answers—making it a great tool for anyone seeking to add natural querying capabilities to data-driven applications. Things you will learn in this video: Generating SQL with LLMs: How to use LLMs to convert natural language questions into SQL queries. Database Query Automation: Techniques for setting up Postgres and leveraging LLMs to extract insights from relational data. Prompt Tuning for Data Accuracy: Strategies for crafting effective LLM prompts to ensure accurate SQL generation and response formatting. Comment below or tweet us on twitter & let us know your thoughts, we want to hear from you! ~ If you found this video helpful, hit that like button & subscribe for more content like this. ---- Access our online courses → https://www.ardanlabs.com/education/ Attending a live training → https://www.ardanlabs.com/live-traini... Other Links: Website: https://www.ardanlabs.com/ Github: https://github.com/ardanlabs Twitter:   / ardanlabs   #A.I #programming #education #tutorials #tips