Can I read Advanced Linear Models for Data Science on EtoBox?

Advanced Linear Models for Data Science by Brian Caffo is a book available to read on EtoBox.

What is Advanced Linear Models for Data Science about?

Introduction 7 Prerequisites 7 Background 8 Example 8 Coding example 9 Averages 9 Centering 10 Coding example 10 Variance 10 Coding example 11 Single parameter regression 12 Mean only regression 12 Coding example 12 Regression through the origin 13 Centering first 13 Coding example 14 Bonus videos 14 Linear regression 15 Introduction to linear regression 15 Coding example 16 Fitted values 16 Coding example 16 Residuals 17 Extension to other spaces 17 Least squares 19 Basics 19 Coding example 20 A second derivation 20 Connection with linear regression 21 Projections 22 Full row rank case 23 A third derivation 23 Coding example 24 Conceptual examples of least squares 26 Mean only regression 26 Regression through the origin 26 Linear regression 26 ANOVA 26 ANCOVA 27 Bases 29 Introduction to full rank bases 29 Principal component bases 30 Coding example 31 Residuals and variability 32 Residuals 32 Partitioning variability 32 Expectations 34 Expected values 34 Variance 35 Multivariate covariances 35 Quadratic form moments 36 BLUE 36 The normal distribution 38 The univariate normal distribution 38 The multivariate normal distribution 38 Singular normal 39 Normal likelihood 39 Conditional

Author

Brian Caffo

Published

2023

Language

EN