Regression

8 Plots for Explaining Linear Regression to a Layman

Explain regression to a non-technical audience with residual, weight, effect and SHAP plots“And don’t use any math” was my manager’s instruction.How else am I presupposed to explain how regression works!?Little did I do know...

Avoiding abuse and misuse of T-test and ANOVA: Regression for categorical responses

We do the model comparison using the the loo package (9, 10) for leave-one-out cross validation. For an alternate approach using the WAIC criteria (11) I suggest you read this post also published by...

False Prophet: a Homemade Time Series Regression Model

Borrowing ideas from Meta’s Prophet to construct a strong time series regression modelOn this follow up article, I proceed my mission to construct Frankenstein’s time series monster by combining ideas from the favored Prophet...

Learn how to Implement Random Forest Regression in PySpark

A PySpark tutorial on regression modeling with Random ForestThe diamonds dataset comprises features comparable to carat, color, cut, clarity, and more, all listed within the dataset documentation.The goal variable that we are attempting to...

An Accessible Derivation of Linear Regression

The maths behind the model, from additive assumptions to pseudoinverse matricesTechnical disclaimer: It is feasible to derive a model without normality assumptions. We’ll go down this route since it’s straightforward enough to grasp and...

Discovering Differential Equations with Physics-Informed Neural Networks and Symbolic Regression

A case study with step-by-step code implementation25 min read·11 hours agoSuch partial knowledge of the governing differential equations hinders our understanding and control of those dynamical systems. Consequently, inferring these unknown components based on...

Lease Squares Regression (OLS)

Code_From_ScratchHey everyone, let me let you know the story of Ian, whose boss has challenged to predict the brain's weight given the pinnacle size.Now Ian can easily predict the Brain weight given the Head...

Applying Machine Learning to the Evaluation of Fuel Emissions Dataset Overview Exploratory Data Evaluation Constructing Regression Models Data Preparation Conclusion

Welcome to my blog, where I express my interest for applying machine learning to discover long-term solutions to environmental problems. Today, I’d need to discuss one of the vital pressing problems with our time:...

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