This course is a suitable beginner guide on supervised learning concepts and hands-on practices. It covers basic supervised learning algorithms with hands-on practices via Google colabs and python. This course is recommended for any learner who wishes to pursue a sound understanding of several of popular supervised learning algorithms. This course will be useful for students in pathways such as Information Technology, Software Engineering and Computer Science in both undergraduate and postgraduate levels.