(iii) Ligand-Based Drug Discovery, focusing on approaches that rely on known ligands to find new drugs; (iv) De Novo Drug Discovery, exploring strategies to design new drugs from scratch; (v) Quantum Mechanical Simulations, which forecast atomic-level molecular behaviour, revealing electronic structures, reaction mechanisms, and binding interactions, and (vi) Cheminformatics Approaches for Drug Discovery, highlighting computational techniques to analyze chemical data.