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[\thecontentslabel]1.25cm \titlerule*[.5pc]. \thecontentspage\contentslabel[\thecontentslabel]1.25cm \thecontentspage[]\contentslabel[\thecontentslabel]1.25cm \titlerule*[.5pc]. \thecontentspage[]Afterconvolingallthepicures,Istartedtodosometests,butIrealizedthatmaybearound30%oftheimageswasmissinginformationand/ornoiseandtheresultsIwasgettingweremisleadbytheoutliers.Inclusteringalgorithmswemusthelpthealgorithm,makesurethatwhatweareinputingissomethingthatcanbeclustered,althoughsomeofthemareshieldedagainstoutliers,makingourdatamoreaccesibleandeasyfortheneuralnetworkstointerpretwillhelpyoutogetbetterresults,asyoucanseeinimage\ref{img:dos}(openoneandexploreitinDS9)thereismissinginformationandnoise.InordertocorrectthisIdecidedtogowiththeeasiestwayIcouldthinkof,justcuttheimage.AndIdidselectedaprocessableareaexcludingallthemissinginformationandnoisyareas.