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In this lecture, we will explore how artificial intelligence is transforming drug discovery from traditional trial and error approaches into a more predictive and data driven science. Dr Moataaz will highlight the role of advanced molecular modeling techniques and modern structure prediction tools in improving our understanding of drug targets.