Regression

Mastering the Basics: How Linear Regression Unlocks the Secrets of Complex Models

Full explanation on Linear Regression and the way it learnsEventually we arrived to a fairly good model. The true values I used to generate those numbers were and after only 50 iterations, the...

The way to Tell Amongst Two Regression Models with Statistical Significance

Diving into the F-test for nested models with algorithms, examples and codeWhen analyzing data, one often needs to check two regression models to find out which one matches best to a bit of information....

Introduction to the Finite Normal Mixtures in Regression with R

Methods to make linear regression flexible enough for non-linear dataThe linear regression is frequently considered not flexible enough to tackle the nonlinear data. From theoretical viewpoint it shouldn't be capable to coping with them....

Increase Trust in Your Regression Model The Easy Way

use Conformalized Quantile RegressionWe must know the way sure our model is about its predictions to make well-informed decisions. Hence, returning only a degree prediction isn't enough. It doesn't tell us anything about...

Non-Linearity: Can Linear Regression Compete With Gradient Boosting?

Some weeks ago, I published a post on LinkedIn.The post was based on the next figure, comparing the predictions made by two models: Linear Regression, and CatBoost.This began a discussion, and I discovered the...

Bayesian Linear Regression: A Complete Beginner’s guide

A workflow and code walkthrough for constructing a Bayesian regression model in STANNote: Try my previous article for a practical discussion on why Bayesian modeling could also be the appropriate selection in your task.This...

Differentiate Noisy Time Series Data with Symbolic Regression

A step-by-step example of a possibility to derive a loud time series profile if data is scarceTime series profiles are around us in our on a regular basis life. There are also many specialized...

Which Regression technique must you use?

Here’s a taxonomy of what's the most effective regression technique based in your specific datasetWhile you work in a certain field for long enough, there are some classes, concepts, lessons, and teachers that you'll...

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