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An Illustrated Guide to the Poisson Regression Model

Towards Data Science

An Illustrated Guide to the Poisson Regression Model and a tutorial on Poisson regression using Python

Poisson Regression and Generalised Linear Models

Towards Data Science

Linear Regression is the first algorithm most Data Scientists begin their journey with. It is an intiuative and easily implemented and visualised model for continous data. The second most learned…

The Poisson distribution: From basic probability theory to regression models

R-bloggers

Brief introduction to the Poisson distribution for modeling count data using the distributions3 package. The distribution is illustrated using the number of goals scored at the 2018 FIFA World Cup, su...

A Gentle Introduction to Poisson Regression for Count Data: School’s Out, Job Offers Incoming!

R-bloggers

Introduction Hey data enthusiasts! Today, we’re diving into the fascinating world of count data and its trusty sidekick, Poisson regression. Buckle up, because we’re about to explore how this statisti...

Poisson Regression in R

Towards Data Science

Statistics in R Series Continue reading on Towards Data Science

Generalized Poisson Regression for Real World Datasets

Towards Data Science

Generalized Poisson Regression models are useful for modeling counts based data sets that are either under-dispersed or over-dispersed i.e. they do not obey the variance equal to mean requirement impo...

Predicting the Unpredictable: An Introduction to the Poisson Distribution

Towards Data Science

An overview of one of the most famous probability distributions Continue reading on Towards Data Science

Poisson Regression Models for Time Series Data Sets

Towards Data Science

Learn how to build Poisson and Poisson-like models for time series data sets of counts based data, using Python and Statsmodels

The Poisson Distribution

Analytics Vidhya

Mylie has been averaging 3 hits for every 10 times at bat. What is the probability that she will get exactly 2 hits in her next 5 times at bat? How do we go about calculating the probability of this…

Exploring the Poisson Distribution

Towards Data Science

I find probability distributions would often be useful tools to know and understand, but the explanations are not always very intuitive. The Poisson distribution is one of the probability…

Tutorial: Poisson regression with CatBoost

Towards Data Science

More specifically in our tutorial, we will focus on count-based data where each point is the number of events that have occurred over some fixed time unit t. We will also assume that on average…

Linear Regression versus Poisson Regression

Python in Plain English

Machine Learning and Linear Regression Perhaps the first machine learning algorithm that we all learn, the linear regression algorithm is surely one of the most fundamental and heavily used techniques...