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Tag: Linear Regression

Machine Learning - Data Mining, Preparatory PhaseLeave a comment

Control Variable explained

February 17, 2020July 31, 2020 Tung.M.Phung

In statistics and data mining, we often encounter the word ‘control’, mostly from terms like control variables and control groups. In fact, a control variable has slightly different meanings in different fields Continue reading Control Variable explained

Machine Learning - Data Mining, Regression ModelsLeave a comment

Linear Regression in Python

December 6, 2019July 31, 2020 Tung.M.Phung

Train and cross-validate your Linear regression on Python with pre-defined or customized evaluation functions. Continue reading Linear Regression in Python

Feature Engineering, Machine Learning - Data MiningLeave a comment

When to do feature centering, scaling and normalization?

December 5, 2019July 31, 2020 Tung.M.Phung

Many people have a tendency to always do feature centering, scaling or normalizing right before applying predictive models to the data… Continue reading When to do feature centering, scaling and normalization?

Machine Learning - Data Mining, Regression ModelsLeave a comment

How to make a Linear Regressor? (theory)

November 24, 2019July 31, 2020 Tung.M.Phung

This article presents the formulas for coming up with the best-fitted linear regression line. Continue reading How to make a Linear Regressor? (theory)

Machine Learning - Data Mining, Regression ModelsLeave a comment

Confidence Intervals for Linear Regression Coefficients

November 9, 2019November 15, 2020 Tung.M.Phung

Not only does Linear regression give us a model for prediction, but it also tells us about how accurate the model is, by the means of Confidence Intervals. Continue reading Confidence Intervals for Linear Regression Coefficients

Machine Learning - Data Mining, Regression ModelsLeave a comment

Disadvantages of Linear Regression

October 12, 2019July 31, 2020 Tung.M.Phung

If you are considering using Linear regression for your production pipeline, you should be aware of its 4 drawbacks. Continue reading Disadvantages of Linear Regression

Machine Learning - Data Mining, Regression ModelsLeave a comment

Advantages of Linear Regression

October 8, 2019July 31, 2020 Tung.M.Phung

Linear regression is frequently used in practice because of these 7 reasons. Continue reading Advantages of Linear Regression

Machine Learning - Data Mining, Regression ModelsLeave a comment

Assumptions of Linear Regression

October 6, 2019November 15, 2020 Tung.M.Phung

In which cases does Linear Regression perform the best? In which cases should we use other algorithms? Continue reading Assumptions of Linear Regression

Machine Learning - Data Mining, Regression ModelsLeave a comment

Types of Linear regression

September 30, 2019July 31, 2020 Tung.M.Phung

a number of different types of Linear regression based on various points of view Continue reading Types of Linear regression