Statistics and Data Science

Logistic Regression with SciKit-Learn

Published: 05/02/19

Like all simple and multiple regression analysis, logistic regression is also a predictive analysis. The only difference is that while simple and multiple regression returns a quantitative response, logistic regression returns a binary response.

Multiple Linear Regression with SciKit-Learn

Published: 05/01/19

Multiple Linear Regression is just like Simple Linear Regression but with more than one predictor. Learn how to perform this type of regression using SciKit-Learn!

Simple Linear Regression

Published: 03/20/19

Linear regression is applied to cases in which two variables are related. The main idea is when you are given a set of data points, your task is to find a line that best fit the data points. There are many ways to solve this, and the most effective way of finding the line of best fit is the least-squares method.

Hypothesis Testing

Published: 03/16/19

A beginners approach to hypothesis teting and calculating test statistics the programmatic way.

Two-Factor ANOVA Analysis - A Programmers Approach

Published: 03/14/19

A programmatic approach to understanding the two-factor ANOVA analysis.

Single-Factor ANOVA Analysis - A Programmers Approach

Published: 03/11/19

A programmatic approach to understanding the single-factor ANOVA analysis.