?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=ECO-Sistema+Inteligente+de+reconocimiento+de+desechos+en+playas+con+TensorFlow&rft.creator=Mart%C3%ADn+Suazo%2C+Silvia&rft.contributor=G%C3%B3mez+Canaval%2C+Sandra&rft.subject=Computer+Science&rft.description=En+este+proyecto+se+exponen+las+bases+para+el+entrenamiento+de+redes+convolucionales%2C+en+Python+con+la+librer%C3%ADa+Tensorflow%2C+y+su+optimizaci%C3%B3n+mediante+explicaciones+detalladas+paso+a+paso+que+pretenden+servir+de+gu%C3%ADa+a+futuros+alumnos+interesados+en+el+tema.+Adem%C3%A1s%2C+se+ha+generado+un+dataset+sint%C3%A9tico+e+implementado+una+red+convolucional+para+la+identificaci%C3%B3n+de+hasta+5+tipos+distintos+de+desechos+existentes+en+las+playas+y+la+facilitaci%C3%B3n+de+su+recogida+contribuyendo+a+la+soluci%C3%B3n+del+gran+problema+de+contaminaci%C3%B3n+actual.+En+t%C3%A9rminos+generales+las+contribuciones+de+este+trabajo+son%3A+La+generaci%C3%B3n+de+una+documentaci%C3%B3n+detallada+paso+a+paso+sobre+c%C3%B3mo+construir+modelos+de+redes+convoluciones+para+clasificaci%C3%B3n+multiclase+de+im%C3%A1genes+con+explicaciones+amplias+sobre+los+conceptos+te%C3%B3ricos+y+su+relaci%C3%B3n+con+su+codificaci%C3%B3n+en+Python+mediante+TensorFlow%3B+La+generaci%C3%B3n+de+un+dataset+sint%C3%A9tico+sobre+desperdicios+en+playas+para+contextualizar+el+problema+de+la+clasificaci%C3%B3n+usando+redes+neuronales+profundas+en+una+problem%C3%A1tica+y+caso+de+uso+real%3B+La+creaci%C3%B3n+de+un+sistema+inteligente+para+clasificar+diferentes+tipos+de+desperdicios+usualmente+encontrados+en+playas+que+puede+servir+de+base+para+la+creaci%C3%B3n+de+un+sistema+de+implantaci%C3%B3n+real+en+entornos+como+playas+de+dif%C3%ADcil+acceso%3B+Un+estudio+pormenorizado+de+los+resultados+de+ejecuci%C3%B3n+y+c%C3%B3mo+cada+uno+de+los+elementos+del+dise%C3%B1o+y+la+arquitectura+definidos+para+el+sistema+inteligente+impactan+los+resultados+de+la+clasificaci%C3%B3n.+Abstract%3A+In+this+Project+the+bases+for+convolutional+neural+networks+training+in+Python+with+Tensorflow+library+and+its+optimization+are+exposed+through+detailed+explanations+step+by+step+that+expect+to+be+a+guide+for+future+students+interested+in+this+topic.+It+has+also+been+generated+a+synthetic+dataset+and+implemented+a+network+for+the+identification+of+up+to+5+different+types+of+waste+in+beaches+and+facilitate+its+gathering+contributing+to+the+solution+to+the+current+huge+contamination+problem.+In+general+terms+this+project+contributions+are+the+following%3A+Generating+a+detailed+step+by+step+documentation+about+building+convolutional+networks+models+for+multiclass+classification+of+images+with+deep+explanations+about+theoretical+concepts+and+the+relation+with+its+Python+codification+through+TensorFlow%3B+Generating+a+synthetic+dataset+about+waste+in+beaches+to+contextualize+the+problem+of+classification+using+deep+neural+networks+to+solve+a+real+case+problem%3B+Creating+an+intelligent+system+able+to+classify+different+types+of+waste+usually+located+in+beaches+that+can+be+used+as+a+base+to+build+and+implement+a+real+system+for+beaches+of+difficult+access%3B+A+profound+study+of+the+execution+results+and+how+each+of+the+defined+elements+in+the+design+and+architecture+of+the+intelligent+system+impact+the+results+of+the+classification.&rft.publisher=E.T.S.I+de+Sistemas+Inform%C3%83%C2%A1ticos+(UPM)&rft.rights=https%3A%2F%2Fcreativecommons.org%2Flicenses%2Fby-nc-nd%2F3.0%2Fes%2F&rft.date=2019-07&rft.type=info%3Aeu-repo%2Fsemantics%2FbachelorThesis&rft.type=Final+Project&rft.type=PeerReviewed&rft.format=application%2Fpdf&rft.language=spa&rft.rights=info%3Aeu-repo%2Fsemantics%2FrestrictedAccess&rft.identifier=https%3A%2F%2Foa.upm.es%2F56200%2F