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skfolio is presented as an open-source Python library that unifies advanced portfolio optimization and risk management techniques within the scikit-learn ecosystem, providing tools for robust estimation and time-series-aware validation. The library aims to enhance the reproducibility and accessibility of sophisticated quantitative finance methods for practitioners and researchers.