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in this video weamp;#39;re going to be talking about quantitative structure activity relationship or otherwise known by this acronym of qsar qsar is a technique that applies machine learning in order to learn the relationship between the chemical structure and the biological activity of our interest in this schematic diagram that iamp;#39;ve drawn in a ipad it shows the cartoon illustration of the entire workflow of the qsar process which entails the collection of a data set of molecules in this example we have molecules one and molecules two and in a practical setting there will be much more than two molecules there could be a hundred a thousand or even more than that each of the molecule as shown here which are the chemical structures will be subjective to calculation of their molecular descriptors which will essentially describe the physical chemical properties that distinguish one molecule from the other in this example we see that it has a value of one and zero which is a binary