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Bias variance experiment from Learning from Data. Problem 2.24, p. 75.

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Bias Variance Experiment

Problem 2.24, p. 75.

For each final hypotheisis g1, g2, ..., gk estimate the average hypothesis for any x by:
analytic expression of average hypothesis

Results of Experiment

Installation

See https://pipenv.readthedocs.io/en/latest/install/#installing-pipenv to install pipenv, if you do not have it.

Usage

To run this program:

pipenv run python main.py

Credits

  • Abu-Mostafa, Yaser S. Learning from Data: a Short Course. AMLBooks, 2012.

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Bias variance experiment from Learning from Data. Problem 2.24, p. 75.

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