Web app
Sketch
Sketch is an AI code-writing assistant for pandas users that understands the context of your data. It provides relevant suggestions for data analysis tasks without requiring an IDE plugin.
- Platform
- Web app
- Categories
- AI Code Assistant, AI Code Generator
- Indexed
- 2024-02-19
About Sketch
What is Sketch
Sketch is an AI code-writing assistant designed for pandas users. It understands the context of your data, greatly improving the relevance of suggestions. It is usable in seconds and doesn't require adding a plugin to your IDE. Sketch uses efficient approximation algorithms (data sketches) to quickly summarize your data and feed that information into language models.
Key features
Sketch provides three main functions: .sketch.ask for question-answer about the data, .sketch.howto for code-writing prompts, and .sketch.apply for data generation. It can be used for data cataloging, data engineering, and data analysis. Sketch can run with minimal setup using prompts.approx.dev, or locally with pre-built Hugging Face models like MPT-7B and StarCoder, or directly with OpenAI API.
Use cases
Sketch can be used for data cataloging (e.g., PII identification, metadata generation), data engineering (e.g., data cleaning, masking, feature creation), and data analysis (e.g., data questions, visualization). It helps with tasks like cleaning data, normalizing, creating new features, plotting, and building models.
Pricing
The page does not mention pricing details. Sketch is open source under the MIT license, and it can be installed via pip. Some features may require an OpenAI API key or Hugging Face token, which may have associated costs.
Questions
Sketch FAQ
- What is Sketch?
- Sketch is an AI tool available as a web app in the AI Code Assistant, AI Code Generator categories. Sketch is an AI code-writing assistant for pandas users that understands the context of your data. It provides relevant suggestions for data analysis tasks without requiring an IDE plugin.
- What is Sketch used for?
- Sketch is filed under AI Code Assistant, AI Code Generator in the AITOOLIST index. Sketch is an AI code-writing assistant for pandas users that understands the context of your data. It provides relevant suggestions for data analysis tasks without requiring an IDE plugin.
- Is Sketch a web app, an extension or a native app?
- Sketch is a web app.
Listed in the AITOOLIST index since 2024-02-19.
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