The book contains fundamentals of Machine Learning algorithms and applications. the first chapter discusses the working principles of several supervised algorithms. Next two chapters are dedicated to elucidate the effectiveness and efficacy of Machine Learning algorithms in solving real world problems. One application in the area of predictive modelling of manufacturing systems and the other on modelling financial markets have been explained.