Working under Sohail’s guidance provided a valuable opportunity to explore and apply new tools and techniques, particularly involving neural networks for molecular generation. The project was well-structured, offering clear direction while encouraging technical growth and experimentation. The support and resources available enabled effective learning and skill development in cheminformatics and machine learning applications, resulting in a highly enriching experience.