<?xml version="1.0" encoding="UTF-8"?><rss version="2.0" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:wfw="http://wellformedweb.org/CommentAPI/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:sy="http://purl.org/rss/1.0/modules/syndication/" xmlns:slash="http://purl.org/rss/1.0/modules/slash/" xmlns:georss="http://www.georss.org/georss" xmlns:geo="http://www.w3.org/2003/01/geo/wgs84_pos#" > <channel> <title>LLM Archives - matthewtichenor.com</title> <atom:link href="https://matthewtichenor.com/tag/llm/feed/" rel="self" type="application/rss+xml" /> <link>https://matthewtichenor.com/tag/llm/</link> <description>Welcome to my Personal Website</description> <lastBuildDate>Thu, 04 Jul 2024 16:56:40 +0000</lastBuildDate> <language>en-US</language> <sy:updatePeriod> hourly </sy:updatePeriod> <sy:updateFrequency> 1 </sy:updateFrequency> <generator>https://wordpress.org/?v=6.7.1</generator> <image> <url>https://i0.wp.com/matthewtichenor.com/wp-content/uploads/2023/08/my_cartoon_img-e1691354409202.jpg?fit=32%2C32&ssl=1</url> <title>LLM Archives - matthewtichenor.com</title> <link>https://matthewtichenor.com/tag/llm/</link> <width>32</width> <height>32</height> </image> <site xmlns="com-wordpress:feed-additions:1">230816395</site> <item> <title>Natural Language to SQL is so easy now</title> <link>https://matthewtichenor.com/2024/07/04/natural-language-to-sql-is-so-easy-now/</link> <comments>https://matthewtichenor.com/2024/07/04/natural-language-to-sql-is-so-easy-now/#respond</comments> <dc:creator><![CDATA[admin]]></dc:creator> <pubDate>Thu, 04 Jul 2024 16:53:53 +0000</pubDate> <category><![CDATA[Blog Posts]]></category> <category><![CDATA[Agents]]></category> <category><![CDATA[ChatGPT]]></category> <category><![CDATA[Kaggle]]></category> <category><![CDATA[LLM]]></category> <category><![CDATA[SQL]]></category> <guid isPermaLink="false">https://matthewtichenor.com/?p=52</guid> <description><![CDATA[<p>Since my last post I spent a bit of time learning about Large Language Models (LLMs). And while I don’t […]</p> <p>The post <a href="https://matthewtichenor.com/2024/07/04/natural-language-to-sql-is-so-easy-now/">Natural Language to SQL is so easy now</a> appeared first on <a href="https://matthewtichenor.com">matthewtichenor.com</a>.</p> ]]></description> <content:encoded><![CDATA[ <p class="">Since my last post I spent a bit of time learning about Large Language Models (LLMs). And while I don’t consider myself to be an expert (possibly because of my own standards), I can say that working with LLMs is very easy.</p> <p class="">Back in the days before Open AI released ChatGPT, I remember when natural language to SQL was a difficult sequence to sequence problem. Well, I can say that’s definitely not the case anymore.</p> <p class="">In the langchain documents, there is a very clear <a href="https://python.langchain.com/v0.1/docs/use_cases/sql/agents/">example</a> of using their library to create a SQL agent.</p> <p class="">For those of you unfamiliar with the topic, langchain is a framework for developing LLM applications, and a LLM agent is a specially prompted LLM that takes actions in the environment (e.g. querying a database, searching Google, etc.) to achieve a goal. The ReACT prompt is an example of one these special prompts that turns LLMs into intelligent agents.</p> <p class="">Anyways, I took the langchain example and decided to create a SQL agent that answers questions about Pokémon, using the data found in <a href="https://www.kaggle.com/">Kaggle</a>. Here’s a <a href="https://github.com/mwtichen/sql-agent/blob/main/sql-agent.ipynb">link</a> to myGitHub repo with my SQL agent.</p> <p class="">As always thanks for reading. In my next post, I may talk about my experiences with the <a href="https://www.educative.io/">Educative.io</a> platform.</p> <p>The post <a href="https://matthewtichenor.com/2024/07/04/natural-language-to-sql-is-so-easy-now/">Natural Language to SQL is so easy now</a> appeared first on <a href="https://matthewtichenor.com">matthewtichenor.com</a>.</p> ]]></content:encoded> <wfw:commentRss>https://matthewtichenor.com/2024/07/04/natural-language-to-sql-is-so-easy-now/feed/</wfw:commentRss> <slash:comments>0</slash:comments> <post-id xmlns="com-wordpress:feed-additions:1">52</post-id> </item> </channel> </rss>