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sharanshirodkar7 committed Apr 23, 2024
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title: Data Chat with LLMs
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## Using LLMs for Data Analysis and SQL Query Generation

(Run this example in Google Colab [here](https://colab.research.google.com/drive/1RhQpyG9lgXk4aErlcuTOASLsU4zq5IgT?usp=sharing#scrollTo=VTwxTNIFWeZX))

Large language models (LLMs) like 'deepseek-coder-6.7B-instruct' have demonstrated impressive capabilities for understanding natural language and generating SQL. We can leverage these skills for data analysis by having them automatically generate SQL queries against known database structures. And then rephrase these sql outputs using state of the art text/chat completion models like 'Neural-Chat-7B' to get well written answers to user questions.
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