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THE FUTURE OF HEALTHCARE (Disruption of a $3 trillion industry (AI…

- - - - Generative Adversarial Networks (GANs), used in combination with deep reinforcement learning
        
        While one generates meaningful noise in response to input, the other evaluates the generator’s output. Both networks thereby learn to generate increasingly perfect output.
        
        Adversarial game between two deep neural network
        
        Actual Drug Discovery process
        
        1 - Studying medical literature
        
        2 - Figuring out what the properties of the drug should be
        
        Selectivity, solubility, toxicity, receptor-drug interaction, bioavailability, what specific structures are required to bind with x?
        
        3 - Figuring out which molecules have these properties
        
        One standard database lists 72 million molecules, complete with their formulas, some properties and everything
        
        the total number of small molecules is estimated to be between 10⁶⁰ and 10²⁰⁰
        
        there is no hope to check the entire endless variation of small molecules in various environments where they may adopt different conformations
        
        4 - Experimentation