Select the correct option(s). Note that there might be multiple correct options. 1. Why is training error generally lower than validation error even on large randomly split datasets?: A. Training data are always casier than validation data. B. Models tend to fit to noise present in the training set but not in the valida- tion set (increasing variance). C. Models tend to lack the ability to fit relationships on the training datasct (increasing bias). D. This does not happen in practice.

Glencoe Algebra 1, Student Edition, 9780079039897, 0079039898, 2018
18th Edition
ISBN:9780079039897
Author:Carter
Publisher:Carter
Chapter10: Statistics
Section10.4: Distributions Of Data
Problem 19PFA
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Select the correct option(s). Note that there might be multiple correct options.
1.
Why is training error generally lower than validation error even on
large randomly split datasets?:
A. Training data are always casier than validation data.
B. Models tend to fit to noise present in the training set but not in the valida-
tion set (increasing variance).
C. Models tend to lack the ability to fit relationships on the training dataset
(increasing bias).
D. This does not happen in practice.
Transcribed Image Text:Select the correct option(s). Note that there might be multiple correct options. 1. Why is training error generally lower than validation error even on large randomly split datasets?: A. Training data are always casier than validation data. B. Models tend to fit to noise present in the training set but not in the valida- tion set (increasing variance). C. Models tend to lack the ability to fit relationships on the training dataset (increasing bias). D. This does not happen in practice.
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