Supervised Machine Learning for Kids (Tinker Toddlers): 8

Tutorials on Supervised Machine Learning

Machine Learning Foundations, Volume 1: Supervised Learning

Hands-On Supervised Machine Learning with Python: Master Regression, Classification, and Predictive Modeling Using Scikit-Learn

The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (De Gruyter Textbook)