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Prompts for Cleaning and Processing Data with AI

2 点作者 cccybernetic超过 1 年前

1 comment

cccybernetic超过 1 年前
A blog on using using LLMs to clean, process, and enrich data. It includes prompts and code snippets. The post draws on my experiences and two really interesting papers:<p>- Can Foundation Models Wrangle Your Data? (<a href="https:&#x2F;&#x2F;arxiv.org&#x2F;abs&#x2F;2205.09911" rel="nofollow noreferrer">https:&#x2F;&#x2F;arxiv.org&#x2F;abs&#x2F;2205.09911</a>)<p>- Large Language Models as Data Preprocessors (<a href="https:&#x2F;&#x2F;arxiv.org&#x2F;abs&#x2F;2308.16361" rel="nofollow noreferrer">https:&#x2F;&#x2F;arxiv.org&#x2F;abs&#x2F;2308.16361</a>)<p>I cover:<p>- Error and Anomaly Detection<p>- Enriching Data with LLMs<p>- Matching Data Labels<p>- Identifying Matching Records<p>Thank you and I&#x27;d appreciate your feedback.
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