Sketch

AI coding assistant for pandas

GitHub-approximatelabs-sketch-AI-code-writing-assistant-that-understands-data-content

Overview

Sketch is an AI coding assistant for pandas (Python Data Analysis Library) users that can understand the context of your data, greatly improving the relevance of suggestions.

How it works

Sketch quickly summarize your data, and feed that information into language models using efficient approximation algorithms called “data sketches”.

Key features of Sketch

  • Efficient approximation algorithms: It uses “data sketches” to quickly summarize your data and feed that into language models.
  • Easy to use: Without installing a plugin to your IDE, you can use Sketch.
  • Improved suggestion: Sketch understands your data content and provides improved code suggestions.
  • Future improvement: In the future, they are planning to implement their own custom foundation model “data + language” model to get more accurate results.

Overall, Sketch is suitable for pandas users without installing a plugin to your IDE.

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