Use the AI data preparation assistant¶
Access this AI accelerator on GitHub
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.