Egwu na-akpado akpaaka
Nkpado egwu akpaaka na-eji igwe mmụta na-ege egwu na-etinyekwa akara na-akọwa ngwa ngwa dị ka ụdị, ọnọdụ, ngwa na tempo.
Nchịkọta
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Ime miri emi
Nkpado egwu na-eme ka ịde aha dị ka nsogbu nhazi akara ọtụtụ: otu egwu nwere ike ịbụ 'oke nkume', 'ike' na 'guitar na-achị' otu mgbe. Usoro ọgbara ọhụrụ na-atụgharị ụda raw ka ọ bụrụ mel-spectrogram (onyinyo oge nke ụda) wee zụọ ya site na netwọọkụ akwara ma ọ bụ nke na-agbanwe agbanwe zụrụ na datasets dị ka MagnaTagaTune, Ndekọ Song Dataset, ma ọ bụ MTG-Jamendo. Ihe nlereanya a na-ewepụta ohere maka mkpado ọ bụla enwere ike. N'ihi na mkpado ndị mmadụ etinyere na-eme mkpọtụ na ezughị oke, ọzụzụ na-esiri ike, akara ndị ahụ enweghịkwa nha nha. Otu ọkpụkpụ azụ ahụ na-esiwanye n'ụdị ọdịyo a na-ahụ maka onwe ya, yabụ otu ihe nnochite anya na-enye nri mkpado, nkwanye, na nchọ myirịta kama ịmepụta ụdị dị iche iche maka mkpado ọ bụla.
Nghọta nka nka
A na-ekewa ọdịyo a ka ọ bụrụ okpokolo agba mkpirisi, gbanwee site na Mgbanwe Fourier Oge dị mkpirikpi, wee tinye ya na nha mel nke na-eṅomi nghọta mmadụ. CNN na-agụ spectrogram a dị ka onyonyo, mmụta ihe nzacha maka usoro nkwekọ, ụda olu, na timbre. Ngwunye ikpeazụ na-eji arụ ọrụ sigmoid (ọ bụghị softmax) n'ihi na mkpado nwere onwe ya na enweghị naanị ya, yana ejiri ọnụọgụ ọnụọgụ abụọ gafere ọtụtụ narị akara ngosi enwere ike.
Mmetụta atụmatụ
Nweta na iru
Ọ na-eme ka nnweta ya dịkwuo mma site na ndegharị, ịkọ akụkọ, na ntụgharị olu.
Ọnụ ego na mmefu ego
Ndị otu mgbasa ozi nwere ike ibubata ọdịyo a na-egbu maramara ngwa ngwa site na iji obere mmefu ego.
Ọsọ na ọnụ ọgụgụ
Sistemụ na-eche ihu ndị ahịa nwere ike hazie mkparịta ụka n'ọtụtụ buru ibu.
Ọdịnihu nke egwu akpado akpado
Nkpado akpaaka na-atụgharị gaa n'okwu mepere emepe, sistemu ederede ederede arụnyere n'ụdị asụsụ odiyo dị ka CLAP, ebe ndị ọrụ na-achọ 'nrọ synth track maka ọmụmụ' na-enweghị mkpado akọpụtagoro. Na-atụ anya njikọ siri ike na ngwa egwu na-emepụta ihe, ijikwa ụdị egwu dị ụkọ na egwu na-abụghị nke ọdịda anyanwụ yana mkpado ngwaọrụ maka nzuzo. Ụdị edemede nke na-ede nkọwa asụsụ okike zuru oke nke egwu egwu, karịa mkpado pụrụ iche, bụ oke na-esote.
Mmejuputa n'ezie n'ụwa
Spotify na ọrụ ndị yiri ya na-akpado nbudata ọhụrụ nwere ụdị na ọnọdụ iji mee ka ndụmọdụ ụdị 'Chọpụta kwa izu'
Ụlọ ọba akwụkwọ na-emepụta ihe na-eme ka ndị na-edezi vidiyo na-enyocha ọtụtụ nde egwu ngwaahịa site na 'ụlọ ọrụ na-ebuli elu' ma ọ bụ 'cinematic tense'
Ngwa ngwa DJ na-achọpụta BPM, igodo, na ike na-akpaghị aka ka enwere ike ịhazi egwu wee tie ya na-akpaghị aka
Ngwa ikpo okwu na-enye ikikere egwu na-akpado ngwa na ọnọdụ iji kwekọọ egwu na mkpirisi mgbasa ozi
Ihe ize ndụ & okporo ụzọ nche
Iji olu eme ihe na ihe egwu mpụta ga-abawanye mgbe nkwenye na-efu.
Izi ezi nwere ike ịdaba n'ofe ụda olu, olumba ma ọ bụ gburugburu mkpọtụ.
Enwere ike imehie ọdịyo sịntetik dị ka ezigbo okwu na-enweghị akara doro anya.
Map mmejuputa
Nweta nkwenye doro anya maka ijide olu, imechi, na ijigharị.
Nwale ogo n'ofe ndị na-ekwu okwu dị iche iche yana ọnọdụ ndabere.
Kọwaa mgbe mmadụ ga-enyocha ma ọ bụ kwado nsonye.
Deba aha ọdịyo sịntetik ma debe ndekọ ihe ndekọ maka ịza ajụjụ.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Nkpado egwu na Transformers
Ajụjụ a na-ajụkarị
What is Music Auto-Tagging?
Nkpado egwu akpaaka na-eji igwe mmụta na-ege egwu na-etinyekwa akara na-akọwa ngwa ngwa dị ka ụdị, ọnọdụ, ngwa na tempo. Ọ na-akwado ọchụchọ, nkwanye, na njirimara nhazi n'azụ ọrụ mgbasa ozi ọ bụla.
Kedu ihe kpatara mkpado egwu egwu na-eji arụ ọrụ sigmoid na oyi akwa mmepụta ya kama softmax?
Nkpado akpaaka bụ ọtụtụ akara: egwu nwere ike ịbụ 'nkume', 'ike' na 'guitar' n'otu oge, yabụ mkpado ọ bụla chọrọ ohere nke onwe ya site na sigmoid.
Kedu ihe nnochite anya ntinye ka ọtụtụ ụdị mkpado akpaaka ọgbara ọhụrụ na-abanye na netwọkụ akwara ha?
A na-atụgharịkarị ọdịyo ka ọ bụrụ mel-spectrogram, onyonyo ugboro ugboro nke CNN nwere ike hazie dị ka foto.
Kedu ihe kpatara eji jiri ọ̀tụ̀tụ̀ mel mee ihe kama iji ọ̀tụ̀tụ̀ nha nha nha anya kwụ ọtọ?
Ọnụ ọgụgụ mel na-emepe ugboro ugboro iji kwekọọ n'echiche mmadụ, na-enyekwu mkpebi n'okirikiri dị ala, ntị anyị na-echekarị.
Kedu ihe bụ nnukwu ihe ịma aka mgbe ị na-azụ ụdị mkpado akpaaka na dataset nke ụwa n'ezie?
Mkpado ndị igwe mmadụ enwetara enweghị nkwekọ na ọtụtụ mkpado ziri ezi na-efu, na mkpado ụfọdụ na-apụtakarị karịa ndị ọzọ, na-eme ka mmụta sie ike karị.
Kedu dataset nke a na-ejikarị zụọ na benchmark egwu sistemụ mkpado akpaaka?
MagnaTagaTune, yana Ndekọ Song Dataset na MTG-Jamendo, bụ ọkọlọtọ ọkọlọtọ maka mkpado egwu. ImageNet bụ maka onyonyo, SQuAD maka ederede QA, yana LibriSpeech maka okwu.