Welcome to On Statistics

  • How to Perform Logistic Regression Using Statsmodels in Python

    How to Perform Logistic Regression Using Statsmodels in Python

    Logistic regression is a popular machine learning algorithm used for binary classification problems. It is based on the statistical concept of maximum likelihood estimation and the logistic function. In this article, we will discuss how to perform logistic regression using the statsmodels library in Python. Understanding Logistic Regression Logistic regression is a statistical method for…

  • How to Create a Scatterplot with a Regression Line in Python

    How to Create a Scatterplot with a Regression Line in Python

    A scatterplot is a graphical representation of the relationship between two continuous variables. It is a powerful tool for exploratory data analysis, helping to identify trends, patterns, and correlations. One common enhancement to a scatterplot is the addition of a regression line, which represents the linear relationship between the two variables. In this article, we…

  • How to Use the Uniform Distribution in Python

    How to Use the Uniform Distribution in Python

    The uniform distribution is a probability distribution where all outcomes in a given range have an equal probability of occurring.