The book covers application of various machine learning methodologies such as Support vector machine, Artificial neural network and Bayesian classifier on biological data. Individual prediction models and their comparison in terms of accuracy are also presented. The biological data sets were collected from diverse databases to develop unbiased models. This book presents complete research overview on application of machine learning using biological data.