Explore the foundational principles of machine learning through hands-on applications of predictive and classification algorithms. Learn data preprocessing techniques to enhance model performance, build and evaluate regression and classification models, and fine-tune them for optimal results. Additionally, explore unsupervised machine learning techniques.