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<div>[\thecontentslabel]1.25cm<b> \titlerule*[.5pc]. \thecontentspage\contentslabel</b>[\thecontentslabel]1.25cm \thecontentspage[]\contentslabel[\thecontentslabel]1.25cm \titlerule*[.5pc]. \thecontentspage[]Afterconvolingallthepicures,Istartedtodosometests,butIrealizedthatmaybearound30%oftheimageswasmissinginformationand/ornoiseandtheresultsIwasgettingweremisleadbytheoutliers.Inclusteringalgorithmswemusthelpthealgorithm,makesurethatwhatweareinputingissomethingthatcanbeclustered,althoughsomeofthemare<i>shielded</i>againstoutliers,makingourdatamoreaccesibleandeasyfortheneuralnetworkstointerpretwillhelpyoutogetbetterresults,asyoucanseeinimage<span class='au-ref raw v1'>\ref{img:dos}</span>(openoneandexploreitinDS9)thereismissinginformationandnoise.InordertocorrectthisIdecidedtogowiththeeasiestwayIcouldthinkof,justcuttheimage.AndIdidselectedaprocessableareaexcludingallthemissinginformationandnoisyareas.</div>