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  2. Overfitting - Wikipedia

    en.wikipedia.org/wiki/Overfitting

    Underfitting is the inverse of overfitting, meaning that the statistical model or machine learning algorithm is too simplistic to accurately capture the patterns in the data. A sign of underfitting is that there is a high bias and low variance detected in the current model or algorithm used (the inverse of overfitting: low bias and high variance).

  3. Multicollinearity - Wikipedia

    en.wikipedia.org/wiki/Multicollinearity

    Including collinear variables does not reduce the predictive power or reliability of the model as a whole, [6] and does not reduce the accuracy of coefficient estimates. [ 1 ] High collinearity indicates that it is exceptionally important to include all collinear variables, as excluding any will cause worse coefficient estimates, strong ...

  4. Oversampling and undersampling in data analysis - Wikipedia

    en.wikipedia.org/wiki/Oversampling_and_under...

    Data augmentation in data analysis are techniques used to increase the amount of data by adding slightly modified copies of already existing data or newly created synthetic data from existing data. It acts as a regularizer and helps reduce overfitting when training a machine learning model. [8] (See: Data augmentation)

  5. Mom Faces Backlash After Taking Down Christmas Tree ... - AOL

    www.aol.com/mom-faces-backlash-taking-down...

    Related: Strangers Support Dad Facing Kids’ First Christmas Without Their Mom: 'Never Felt So Overwhelmed with Joy' "I'm forced to now get a part-time job on top of my full-time job," she says ...

  6. Isotonic regression - Wikipedia

    en.wikipedia.org/wiki/Isotonic_regression

    In statistics and numerical analysis, isotonic regression or monotonic regression is the technique of fitting a free-form line to a sequence of observations such that the fitted line is non-decreasing (or non-increasing) everywhere, and lies as close to the observations as possible.

  7. Arnold Schwarzenegger does a good Santa impression. Fans liked what they saw, too. "From Terminator to Santa, that’s the right path 💪🏻" one person wrote in the comments section.

  8. Argentina’s Milei counts Trump and Musk as fans. Here’s what ...

    www.aol.com/argentina-milei-counts-trump-musk...

    Milei has also been working to attract more business investment, crucial to boosting economic growth. As much as $50 billion in foreign investment could flow into Argentina as a result of a new ...

  9. Curve fitting - Wikipedia

    en.wikipedia.org/wiki/Curve_fitting

    Fitting of a noisy curve by an asymmetrical peak model, with an iterative process (Gauss–Newton algorithm with variable damping factor α).Curve fitting [1] [2] is the process of constructing a curve, or mathematical function, that has the best fit to a series of data points, [3] possibly subject to constraints.

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