Linear

A Bird’s-Eye View of Linear Algebra: Why Is Matrix Multiplication Like That?

chapter of the in-progress book on linear algebra, “A birds eye view of linear algebra”. The table of contents to date: Stay tuned for future chapters. Here, we'll describe operations we will do with two...

Multiple Linear Regression Evaluation

full code for this instance at the underside of this post. Multiple regression is used when your response variable Y is continuous and you may have at the least k covariates, or independent variables...

Linear Programming: Managing Multiple Targets with Goal Programming

That is the (and certain last) a part of a Linear Programming series I’ve been writing. With the core concepts covered by the prior articles, this text focuses on goal programming which is...

Linear Regression in Time Series: Sources of Spurious Regression

1. Introduction It’s pretty clear that the majority of our work shall be automated by AI in the longer term. This shall be possible because many researchers and professionals are working hard to make their...

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...

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...

Linear Programming Optimization: The Simplex Method

Part 3: The algorithm under the hoodUp until now, this series has covered the fundamentals of linear programming. In this text, we're going to move from basic concepts into the main points under the...

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