Explore fundamental concepts of probability theory in this comprehensive lecture covering introductory principles, prediction methods, mutually exclusive events, the Three Drawers Problem, combinations and permutations, and the binomial coefficient. Gain a solid foundation in probability analysis and problem-solving techniques applicable to various scientific and engineering fields.