Kiɗa ta atomatik
Kiɗa ta atomatik yana amfani da koyan na'ura don sauraron waƙa kuma ta haɗe alamomin siffanta ta atomatik kamar nau'i, yanayi, kayan kida, da ɗan lokaci.
Dubawa
It powers the search, recommendation, and organization features behind every major streaming service.
Zurfafa nutsewa
Kiɗa ta atomatik yana ɗaukar lakabi azaman matsala mai lamba daya: waƙa ɗaya na iya zama 'dutse', 'mai kuzari', da 'guitar-kore' gaba ɗaya. Tsarin zamani yana jujjuya sautin ɗanyen sauti zuwa mel-spectrogram (hoton mitar sauti na lokaci) kuma yana ciyar da shi ta hanyar hanyar sadarwa ta juzu'i ko taswira wacce aka horar akan bayanan bayanai kamar MagnaTagaTune, da Million Song Dataset, ko MTG-Jamendo. Samfurin yana fitar da yuwuwar kowane tag mai yiwuwa. Saboda alamun da mutane ke amfani da su suna da hayaniya kuma ba su cika ba, horo yana da ƙalubale, kuma alamomin ba su daidaita. Kashin baya ɗaya yana ƙara fitowa daga samfuran sauti masu kulawa da kai, don haka wakilci ɗaya yana ciyar da alamar alama, shawarwari, da neman kamanni maimakon gina keɓantaccen tsari na kowane tag.
Fahimtar Fasaha
An raba sautin zuwa gajerun firam ɗin da suka mamaye juna, an canza su ta hanyar Canji na ɗan gajeren lokaci Fourier, kuma an tsara shi akan sikelin mel wanda ke kwaikwayi tunanin ɗan adam. CNN tana karanta wannan bakan kamar hoto, koyo matattarar jituwa, kari, da timbre. Layer na ƙarshe yana amfani da kunnawa sigmoid (ba softmax) saboda alamun masu zaman kansu ne kuma ba na keɓancewa ba, kuma an inganta shi tare da binary giciye-entropy a cikin ɗarurruwan lambobi masu yiwuwa.
Dabarun Tasiri
Shiga ku isa
Yana inganta samun dama ta hanyar rubutu, ba da labari, da mu'amalar murya.
Kudin da kasafin kuɗi
Ƙungiyoyin kafofin watsa labaru na iya jigilar sauti mai gogewa cikin sauri tare da ƙaramin kasafin kuɗi.
Gudu da sikelin
Tsarin fuskantar abokin ciniki na iya aiwatar da hulɗar magana a mafi girman ma'auni.
Makomar Kiɗa ta atomatik
Yin tambarin atomatik yana juyawa zuwa ga ƙamus, tsarin neman rubutu da aka gina akan nau'ikan yaren sauti kamar CLAP, inda masu amfani ke bincika 'mafarkin mafarkin synth don karatu' ba tare da ƙayyadaddun alamun ba. Yi tsammanin haɗin kai tare da kayan aikin kiɗan ƙirƙira, mafi kyawun sarrafa nau'ikan nau'ikan kiɗan da ba na yamma ba, da sanya alama akan na'urar don keɓantawa. Samfuran laƙabi waɗanda ke rubuta cikakkun kwatancen yaren dabi'a na waƙa, maimakon tambura masu hankali, sune iyaka na gaba.
Aiwatar da Gaskiyar Duniya
Spotify da makamantan ayyuka suna yiwa sabbin abubuwan lodawa tare da nau'i da yanayi don ƙarfafa shawarwarin salon 'Gano mako-mako'
Ƙirƙirar dakunan karatu na kiɗa suna barin masu gyara bidiyo su tace miliyoyin waƙoƙin haja ta hanyar 'inganta kamfani' ko 'cinematic'
Software na DJ yana gano BPM, maɓalli, da kuzari ta atomatik don haka za'a iya daidaita waƙoƙi kuma a daidaita su ta atomatik
Dandalin ba da lasisin kiɗa da yiwa kayan aiki alama da yanayi don daidaita waƙoƙi zuwa taƙaitaccen talla
Hatsari & Tsare-tsare
Rashin amfani da murya da haɗarin kwaikwaya yana ƙaruwa lokacin da aka rasa izini.
Daidaituwa na iya faɗuwa cikin lafuzza, yaruka, ko mahalli masu hayaniya.
Ana iya kuskuren sauti na roba don ingantacciyar magana ba tare da bayyananniyar lakabi ba.
Taswirar Hanya
Sami tabbataccen izini don ɗaukar murya, cloning, da sake amfani.
Gwajin ingantattun masu magana daban-daban da yanayin baya.
Ƙayyade lokacin da dole ne ɗan adam ya duba ko ya amince da abubuwan da aka fitar.
Yi lakabin sauti na roba da kuma adana bayanan da aka tabbatar don yin lissafi.
Ci gaba da Bincike
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What is Music Auto-Tagging?
Kiɗa ta atomatik yana amfani da koyan na'ura don sauraron waƙa kuma ta haɗe alamomin siffanta ta atomatik kamar nau'i, yanayi, kayan kida, da ɗan lokaci. Yana ba da ikon bincike, shawarwari, da fasalulluka na ƙungiyar bayan kowane babban sabis na yawo.
Me yasa kiɗan kiɗa ta atomatik ke amfani da kunnawa sigmoid a cikin layin fitarwa maimakon softmax?
Atomatik tambari alama ce da yawa: waƙa na iya zama 'dutse', 'mai kuzari', da 'guitar' lokaci guda, don haka kowane tambarin yana buƙatar yuwuwar kansa ta hanyar sigmoid.
Wane wakilcin shigar da yawancin samfuran zamani masu alamar tambarin atomatik ke ciyarwa a cikin hanyar sadarwar su?
Sauti yawanci ana jujjuya shi zuwa mel-spectrogram, hoto na lokaci-lokaci wanda CNN ke iya aiwatarwa kamar hoto.
Me yasa ake amfani da ma'aunin mel maimakon ma'auni na mitar layi na fili?
Ma'auni na mel yana sanya mitoci don dacewa da tsinkayen farar ɗan adam, yana ba da ƙarin ƙuduri ga ƙananan mitoci da kunnuwanmu suka fi kulawa.
Menene babban ƙalubale lokacin horar da ƙira ta atomatik akan matattun bayanai na duniya?
Tambayoyin da aka samo daga taron jama'a ba su da daidaituwa kuma yawancin alamun da aka samu suna ɓacewa kawai, kuma wasu alamun suna bayyana sau da yawa fiye da wasu, suna sa koyo da wahala.
Wanne saitin bayanai ne akafi amfani dashi don horarwa da tsarin kida da alamar alamar atomatik?
MagnaTagaTune, tare da Million Song Dataset da MTG-Jamendo, daidaitaccen ma'auni ne na alamar waƙa. ImageNet don hotuna ne, SQuAD don rubutu QA, da LibriSpeech don magana.