Featuretools is an open-source Python library for automated feature engineering. It creates features from temporal and relational datasets. The tool works seamlessly with your existing data science tools such as Pandas and Scikit-learn.
Benefits and features
- Deep feature synthesis for feature engineering
- Precise handling of time
- Reusable feature primitives
- Works with existing data science tools
- Handles relationships from different datasets
Great tool for generating new features for machine learning. The advantage of using this tool is that the feature generation process is automated and not manual, therefore saving you a ton of time.
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