The goal of this project was to build a decision tree algorithm that predicts the toxicity of organic molecules and provides an alternative to animal testing in toxicity assessment. In the decision tree I developed, the tree nodes were several molecule properties computed using functions in RDKit (Python library for Cheminformatics).