# AI data prep assistant
URL: https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/data-prep-assist.html

> The AI data preparation assistant is a powerful tool designed to streamline and automate the data preparation process. It combines automated data quality checks with AI-powered data preparation suggestions to help data scientists and analysts prepare their datasets more efficiently.

# AI data prep assistant

[Access this AI accelerator on GitHub](https://github.com/datarobot-community/ai-accelerators/tree/main/generative_ai/AI_data_prep_assistant)

The AI data preparation assistant is a powerful tool designed to streamline and automate the data preparation process. It combines automated data quality checks with AI-powered data preparation suggestions to help data scientists and analysts prepare datasets more efficiently.

Data preparation typically consumes 60-80% of a data scientist's time. This involves repetitive tasks like identifying quality issues, cleaning data, and transforming it into a suitable format for analysis. Manual data preparation is not only time-consuming, but prone to inconsistencies and human error.

This accelerator provides the following features to assist with data preparation:

- An automated data quality assessment across 12 key dimensions.
- AI-powered suggestions for data preparation steps.
- Automated code generation and execution for data cleaning.
- Interactive visualizations of data quality issues.
- A real-time data transformation preview.

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