Transformer Convolutional Neural Network is one of the best approaches available on the OCHEM web site.
It has been recently published at "Transformer-CNN: Swiss knife for QSAR modeling and interpretation" Journal of Cheminformatics.
The method does not require any descriptors and as a rule provides the most accurate models.