Machine Learning for Absolute Beginners: A Plain English Introduction (Third Edition) by Theobald Oliver

Author:Theobald, Oliver [Theobald, Oliver]
Language: eng
Format: epub
Publisher: Scatterplot Press
Published: 2020-12-30T16:00:00+00:00

11

BIAS & VARIANCE

Algorithm selection is an essential step in understanding patterns in your data but designing a generalized model that accurately predicts new data points can be a challenging task. The fact that most algorithms have many different hyperparameters also leads to a vast number of potential outcomes.

As a quick recap, hyperparameters are lines of code that act as the algorithm’s settings, similar to the controls on the dashboard of an airplane or knobs used to tune radio frequency.

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