This document discusses using R for cheminformatics and quantitative structure-activity relationship (QSAR) modeling. It provides an overview of R and describes tools like the Chemistry Development Kit (CDK) and rcdk package that allow working with chemical data in R. The document discusses reading and working with molecules and chemical data, calculating molecular descriptors, generating fingerprints, accessing public databases, and using the results for QSAR modeling and machine learning in R.