Application of Machine Learning with R
Linear Modeling: A Least Square Approach
Linear Modeling: A Maximum Likelihood Approach
Perceptrons from scratch with R
Neural networks from scratch with R
Neural networks from scratch using matrix with R
"First Course in Machine Learning, 2nd ed." by Simon Rogers and Mark Girolami.