I just published some beautiful animated visualizations for popular machine learning algorithms, built with the awesome R package animation. Take a look at them: Machine Learning Animations. They help to understand parameter tuning and algorithm convergence. You can find the source code in my GitHub. I will be constantly adding new animations!