The approach developed (ML), deep learning (DL), reinforcement learning (RL), and AI, in the generation of algorithms, scripts, programs, workflow schemes, and online web services to generate chemical structures in 2D or 3D, has had a significant impact and utility in the design of virtual chemical libraries. This has shortened the time in the drug discovery process in academia and pharmaceutical industries .