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Tree with flaky bark

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Possible Answers:

BIRCH.

Last seen on: Daily Boston Globe Crossword Thursday, 19 October 2023

Random information on the term “BIRCH”:

Supervised learning (SL) is a paradigm in machine learning where input objects (for example, a vector of predictor variables) and a desired output value (also known as human-labeled supervisory signal) train a model. The training data is processed, building a function that maps new data on expected output values. An optimal scenario will allow for the algorithm to correctly determine output values for unseen instances. This requires the learning algorithm to generalize from the training data to unseen situations in a “reasonable” way (see inductive bias). This statistical quality of an algorithm is measured through the so-called generalization error.

To solve a given problem of supervised learning, one has to perform the following steps:

A wide range of supervised learning algorithms are available, each with its strengths and weaknesses. There is no single learning algorithm that works best on all supervised learning problems (see the No free lunch theorem).

BIRCH on Wikipedia

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