Sketch
Sketch is an AI code-writing helper for pandas users that understands the context of your data, substantially boosting the relevance of ideas. 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.