This course aims at introducing how businesses turn big data into values and the fundamental data science principles that govern the analytical framework. Well-known algorithms for solving common data-mining tasks such as classification, probability estimation, similarity matching and clustering will be covered. The data analytics tools and associated evaluation metrics will be applied to a variety of business applications.