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  2. Overfitting - Wikipedia

    en.wikipedia.org/wiki/Overfitting

    Underfitting occurs when a mathematical model cannot adequately capture the underlying structure of the data. An under-fitted model is a model where some parameters or terms that would appear in a correctly specified model are missing. [2] Underfitting would occur, for example, when fitting a linear model to nonlinear data.

  3. Bias–variance tradeoff - Wikipedia

    en.wikipedia.org/wiki/Bias–variance_tradeoff

    In contrast, algorithms with high bias typically produce simpler models that may fail to capture important regularities (i.e. underfit) in the data. It is an often made fallacy [ 3 ] [ 4 ] to assume that complex models must have high variance.

  4. Neural scaling law - Wikipedia

    en.wikipedia.org/wiki/Neural_scaling_law

    The authors hypothesize that source-natural datasets have uniform and dull target sentences, and so a model that is trained to predict the target sentences would quickly overfit. [ 35 ] trained Transformers for machine translations with sizes N ∈ [ 4 × 10 5 , 5.6 × 10 7 ] {\displaystyle N\in [4\times 10^{5},5.6\times 10^{7}]} on dataset ...

  5. Misfit stream - Wikipedia

    en.wikipedia.org/wiki/Misfit_stream

    The term misfit stream is often incorrectly used as a synonym for an underfit stream. An underfit stream is a type of misfit stream whose discharge is too small to be correlated with either existing channel characteristics, i.e. meander radius, wavelength and channel width, or valley size. [1] [2]

  6. Today’s NYT ‘Strands’ Hints, Spangram and Answers for ...

    www.aol.com/today-nyt-strands-hints-spangram...

    We'll cover exactly how to play Strands, hints for today's spangram and all of the answers for Strands #335 on Saturday, February 1. Related: 16 Games Like Wordle To Give You Your Word Game Fix ...

  7. Markets (and the world) on edge as Trump’s tariff deadline ...

    www.aol.com/finance/markets-world-edge-trump...

    President Donald Trump said Friday that a first round of tariffs on Canada, Mexico, and China will begin on his self-imposed deadline Feb. 1 but that some duties on oil and gas may be limited.

  8. Trump to take aim at DEI, COVID expulsions in military ...

    www.aol.com/news/trump-order-end-dei-military...

    About 1.3 million active personnel serve in the military, Department of Defense data shows. While transgender rights advocates say there are as many as 15,000 transgender service members ...

  9. Training, validation, and test data sets - Wikipedia

    en.wikipedia.org/wiki/Training,_validation,_and...

    A training data set is a data set of examples used during the learning process and is used to fit the parameters (e.g., weights) of, for example, a classifier. [9] [10]For classification tasks, a supervised learning algorithm looks at the training data set to determine, or learn, the optimal combinations of variables that will generate a good predictive model. [11]