Cheminformatics is the use of computer and informational techniques applied to a range of problems in the field of chemistry. These in silico techniques are used, for example, in pharmaceutical companies and academic settings in the process of drug discovery. These methods can also be used in chemical and allied industries in various other forms. Our research focuses on using new machine learning technologies to discover new materials in industrial applications, and analyze medical data for new drug discovery and drug property understanding.