This series of videos on machine learning algorithms (Lab a through Lab d, so far) by Courage Kamusoku are the best explanations I've seen yet. How the models actually work, their strengths and weaknesses, and what you are actually solving for when you tune the hyperparameters. https://www.youtube.com/@couragekamusoko5689/videos
#SVM #KNN #DecisionTree #RandomForest