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welcome back to machine learning for engineers this is going to be a case study on image classification with local binary patterns so were going to create local binary patterns looking at individual pixels and then pixels around that to be able to get this local binary pattern create this feature for then using with a support vector machine classifier to classify if this is sand seed or stone as you can see all of these look very similar but were going to use texture to identify these so you can come to the machine learning course if youd like to just run the code for this you can come to apmonder.com pds and then scroll down here on the right to the texture classification and here youll see all of the source code and additional information you can run this also through google collab if you just open it up and all the source code will be here to run this exercise lets uh get into this in a little bit of detail just so you can understand whats happening and why were selecting th