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Vanna: AI-powered Python Package for Easy SQL Generation

Aug 17, 2023 - news.bensbites.co
Vanna is a tool that improves its accuracy on large and complex datasets with more training data. It ensures security and privacy as it doesn't send your database contents to its servers, only accessing the bare minimum like schemas and queries. It allows you to train a custom model specific to your database and schema, which no one else can use or view unless you allow it. The model continuously improves as you use Vanna more and it augments your training data.

Vanna supports many databases including Snowflake, BigQuery, and Postgres, and allows for easy creation of connectors for any database. It also offers pre-trained models for data providers to publish for public use, and is in the process of pre-training models for common datasets like Google Ads and Facebook ads. Users can choose their front end, starting in a Jupyter Notebook and exposing to business users via various platforms, or even integrating it in a web app for customers.

Key takeaways:

  • Vanna's capabilities improve with more training data, providing high accuracy for large and complex datasets.
  • Vanna ensures security and privacy as it doesn't send your database contents to its servers.
  • Vanna allows you to train a custom model specific to your database and schema, with the option to add members or make it public.
  • Vanna supports many databases and offers out-of-the-box support for Snowflake, BigQuery, and Postgres.
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