This book attempts to give information on use of machine learning algorithms in biology field. PDF tool will help the researcher how to screen the drugs based on their molecular properties. This book contains information on screening drug molecules that are to be active and non active against peptide deformylases. One can use this tool and design a new molecule against PDFs which reduces cost and time in the research.