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When tasked with fitting a line to data, least squares regression is often the first technique analysts reach for. Its simplicity, ease of...
Table of Content 7 Moving Beyond Linearity 7.1 Polynomial Regression 7.2 Step Functions 7.3 Basis Functions 7.4 Regression Splines 7.4.1...
Table of Content 4. Classification 4.1 An Overview of Classification 4.2 Why Not Linear Regression? 4.3 Logistic Regression 4.4 Generative...
Table of Content 1ِ. Introduction 1.1 Notations 2. Statistical Learning 2.1 Data load and plots 2.1.1 f (X) => Function of X 2.1.2 Parametric...
From Chaos to Clarity: Mastering Stats with easystats in R Tired of wrestling R's output into submission for your manuscript? Enter easystats, your...
Hitting the Bullseye: How Bias and Variance Impact Your Model's accuracy? image1? Image generated by chatgpt Imagine you're playing darts. You don't...
