This is a fundamental and introductory course on optimization theory and introduces basic concepts, theories and methods of optimization techinques. It emphasizes the fundamental theories of important optimization algorithms with a focus on applications to data science. It also equips students with computing algorithms and techniques of applying taught methods to solve practical problems.