This task addresses the problem of general-purpose automatic audio tagging and poses two main challenges. The first one is to build models that can recognize an increased number of sound events of very diverse nature, including musical instruments, human sounds, domestic sounds, animals, etc. The second challenge consists of leveraging subsets of training data featuring annotations of varying reliability, as a reflection of the expensiveness of having high quality annotations. This task will provide insight towards the development of broadly-applicable sound event classifiers that consider an increased and diverse amount of categories. These models can be used, for example, in automatic description of multimedia or acoustic monitoring applications.This task is hosted in Kaggle – a platform that hosts machine learning competitions with a vibrant community of participants. Hence, the resources associated to this task (datasets download, leaderboard and submission) will be provided by Kaggle. Please visit theFreesound General-Purpose Audio Tagging Challenge Kaggle competition page for detailed information about how to participate and all other relevant aspects of the challenge. What follows in this page is a summary of the most important aspects of the challenge.This task uses the FSDKaggle2018 dataset, consisting of audio samples from Freesound annotated using a vocabulary of 41 labels from Google’s AudioSet Ontology:TearingBusShatterGunshot, gunfireFireworksWritingComputer keyboardScissorsMicrowave ovenKeys janglingDrawer open or closeSqueakKnockTelephoneSaxophoneOboeFluteClarinetAcoustic guitarTambourineGlockenspielGongSnare drumBass drumHi-hatElectric pianoHarmonicaTrumpetViolin, fiddleDouble bassCelloChimeCoughLaughterApplauseFinger snappingFartBurping, eructationCowbellBarkMeowThe FSDKaggle2018 dataset provided for this task is a reduced subset of FSD: a work-in-progress, large-scale, general-purpose audio dataset composed of Freesound content annotated with labels from the AudioSet Ontology. FSD is being collected through the Freesound Datasets platform, which is a platform for the collaborative creation of ……

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