# Category: machinelearningmastery

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## The Role of Randomization to Address Confounding Variables in Machine Learning

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## All of Statistics for Machine Learning

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## A Gentle Introduction to Statistical Power and Power Analysis in Python

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## A Gentle Introduction to Effect Size Measures in Python

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## How to Calculate Nonparametric Rank Correlation in Python

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Correlation is a measure of the association between two variables. It is easy to calculate and interpret when both variables have a well understood Gaussian distribution. When we do not know the distribution of the variables, we must use nonparametric rank correlation methods. In this…

## Statistics in Plain English for Machine Learning

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## How to Generate Random Numbers in Python

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## Statistics for Evaluating Machine Learning Models

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Tom Mitchell’s classic 1997 book “Machine Learning” provides a chapter dedicated to statistical methods for evaluating machine learning models. Statistics provides an important set of tools used at each step of a machine learning project. A practitioner cannot effectively evaluate the skill of a machine…

## The Close Relationship Between Applied Statistics and Machine Learning

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