how to use gpt as a natural language to sql query engine

How to use GPT as a natural language to SQL query engine …

How to use GPT as a natural language to SQL query engine ...

By Sharon Machlis A few strategic decisions can help improve your generative AI code and queries, and prevent sending out sensitive data.

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Enhancing GPT as a Natural Language to SQL Query Engine

Enhancing GPT as a Natural Language to SQL Query Engine

As we harness the power of generative AI, it’s crucial to ensure the reliability and security of code and queries created by these technologies. While generative AI output, like ChatGPT, may not always be flawless, we can take steps to improve its accuracy and protect sensitive information.

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Automating my job by using GPT-3 to generate database-ready SQL …

Automating my job by using GPT-3 to generate database-ready SQL ...

As an analyst, I spend a lot of my time writing SQL (or other code) to answer questions about our business. These questions can range from simple customer support queries (“Does user X have the right plan?”) to evaluating KPIs and growth metrics (“How many users signed up in the last month and what percent of those converted to paid?”) to the more open-ended (“How much revenue will we have in 12 months?”).

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Five Things I Learned Writing SQL with Gen AI

Five Things I Learned Writing SQL with Gen AI

ChatGPT has been all over the news for the last few months and again with the release of GPT-4. At DataDistillr, we added a query assistant using this technology which allows a user to simply ask a question and DataDistillr will generate a query that answers that question. I decided to write an article about what I’ve learned and my experiences with this. I started drafting this an about a month ago, and last Friday, there was a fairly significant development whereby OpenAI removed two of the models we were using. 

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Fine-Tuning GPT-3 for Natural Language to SQL Conversion: An In …

7 min read Automate your Natural Language to SQL conversion process with GPT-3! a step-by-step walkthrough on how to fine-tune GPT-3 for your custom use case.

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OpenAI Codex tutorial: Natural language to SQL query with OpenAI …

OpenAI Codex tutorial: Natural language to SQL query with OpenAI ...

OpenAI Codex, a marvel in the realm of artificial intelligence, is a brainchild of OpenAI. This AI model is a wizard at interpreting natural language and responding with generated code. It’s the powerhouse behind GitHub Copilot, your virtual programming assistant. Codex is an offshoot of the renowned GPT-3 model by OpenAI, specifically fine-tuned for coding applications. OpenAI has unveiled an API for Codex, currently in closed beta.

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CodexDB: Generating Code for Processing SQL Queries using GPT …

CodexDB: Generating Code for Processing SQL Queries using GPT ...

Help | Advanced Search CodexDB is an SQL processing engine whose internals can be customized via natural language instructions. CodexDB is based on OpenAI’s GPT-3 Codex model which translates text into code. It is a framework on top of GPT-3 Codex that decomposes complex SQL queries into a series of simple processing steps, described in natural language. Processing steps are enriched with user-provided instructions and descriptions of database properties. Codex translates the resulting text into query processing code. An early prototype of CodexDB is able to generate correct code for a majority of queries of the WikiSQL benchmark and can be customized in various ways.

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