Sketch
Sketch is an AI code-writing assistant for pandas users that understands the context of your data, greatly improving the relevance of suggestions. Key features and advantages include:
- Efficient approximation algorithms: Sketch uses data sketches to quickly summarize your data and feed that information into language models
- Easy to use: Sketch is usable in seconds and doesn’t require adding a plugin to your IDE
- Improved relevance of suggestions: Sketch understands the context of your data, leading to more relevant code-writing suggestions
- Additional context: Sketch summarizes columns and writes summary statistics as additional context to be used by the code-writing prompt
- Future improvements: Sketch plans to feed sketches directly into custom made “data + language” foundation models to get more accurate results
Use cases for Sketch include:
- Improving the efficiency and accuracy of code writing for pandas users
- Streamlining the process of data analysis and manipulation
- Enhancing the ability to draw insights from data through more accurate and relevant code writing suggestions.