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Dan introduces Feature Tools, a Python package for automating feature extraction and engineering processes in machine learning and data science. Feature Tools stands out for its ability to handle nested and multi-source data effectively. He demonstrates how to use the package in a Google Colab environment, emphasizing its potential to streamline data manipulation tasks.