Traditional computer science techniques and algorithms fail to solve complex biological problems. However, machine learning techniques can be applied to analyse and process huge volume of biological data. The lecture presents several areas where machine learning is used to process biological data.This is a course for the lecture NAIL107 Machine Learning in Bioinformatics.