What are the best tools for feature engineering?
There are several great tools for feature engineering, including Pandas, Scikit-learn, and Featuretools. Do you have a specific use case in mind?
I'm working on a machine learning project for predicting house prices.
For that, I recommend using Pandas for data manipulation and Scikit-learn for preprocessing. Featuretools can help automate feature creation.
Can you explain how Featuretools works?
Featuretools is a Python library that allows you to automatically create features from your data. It uses a technique called 'deep feature synthesis' to generate new features based on existing ones.
Are there any other tools I should consider?
Yes, you might also want to look into Dask for handling large datasets and H2O.ai for automated machine learning.
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