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  2. Regularization (mathematics) - Wikipedia

    en.wikipedia.org/wiki/Regularization_(mathematics)

    In machine learning, a key challenge is enabling models to accurately predict outcomes on unseen data, not just on familiar training data.Regularization is crucial for addressing overfitting—where a model memorizes training data details but can't generalize to new data.

  3. Syllabus of Errors - Wikipedia

    en.wikipedia.org/wiki/Syllabus_of_Errors

    The Syllabus of Errors is the name given to an index document issued by the Holy See under Pope Pius IX on 8 December 1864 at the same time as his encyclical letter Quanta cura. [1] It collected a total of 80 propositions that the Pope considered to be current errors or heresies , pairing the briefest headings with references to the various ...