Kwinjiza Amajwi no Kwiga Guhagararira
Gushyira amajwi bihindura amajwi muburyo bworoshye bwo kubara bifata ibisobanuro, bityo imashini zirashobora kugereranya, gushakisha, no gutondekanya amajwi uburyo abantu bamenya ijwi cyangwa indirimbo bamenyereye.
Incamake
They are the hidden engine behind speech recognition, music recommendation, and sound search.
Kwibira cyane
Kwinjiza amajwi ni urutonde rurerure rwimibare (vector) yerekana clip yijwi muburyo bushyira amajwi asa hafi mumwanya wimibare. Amajwi abiri yafashwe ijambo rimwe, cyangwa indirimbo ebyiri mubwoko bumwe, birangirira hafi yandi nubwo imiterere yabyo yabisi isa itandukanye rwose. Abanyamideli biga ibyo gushiramo mumahugurwa kumajwi menshi, akenshi nta kirango cyabantu. Sisitemu yiyobora wenyine nka Wav2Vec 2.0, HuBERT, na CLAP biga mu guhanura ibice byamajwi cyangwa bitandukanya amajwi. Iyo umaze gutozwa, gushira hamwe birashobora kongera gukoreshwa kumirimo myinshi yo hasi (indangamuntu, indangamuntu, gutondekanya umuziki) hamwe namakuru make yongeyeho amakuru, niyo mpamvu kwiga guhagararirwa bifite agaciro.
Ubushishozi
Amajwi mbisi ni miriyoni yintangarugero kumunota, kubwibyo moderi ibanza kuyihindura kuri spekrogramu cyangwa yize muyungurura, hanyuma ikayinyuza muri transformateur cyangwa imiyoboro ihamye. Intego zo kwiyobora ubwazo ni ingenzi: Wav2Vec 2.0 mask yerekana amajwi kandi yiga gutoranya ibipimo bikwiye byagereranijwe mubirangaza, mugihe moderi zinyuranye nka CLAP zikurura guhuza amajwi-inyandiko hamwe hamwe no gusobekeranya. Igisubizo ni vector yuzuye, akenshi amajana make gushika ku gihumbi, igizwe na fonetike, imvugo, hamwe na acoustic structure.
Ingaruka z'Ingamba
Kugera no kugera
Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi.
Igiciro na bije
Amatsinda yibitangazamakuru arashobora kohereza amajwi yihuse hamwe na bije nto.
Umuvuduko n'igipimo
Sisitemu ireba abakiriya irashobora gutunganya imikoranire ivugwa murwego runini.
Igihe kizaza cyo Kwinjiza Amajwi no Kwiga Guhagararirwa
Witege ko amajwi azagenda ahinduka byinshi, bigahuzwa ninyandiko na videwo kuburyo icyitegererezo kimwe cyumva amajwi, amagambo, n'amashusho hamwe. Umwanya uhuriweho nururimi rwamajwi nka CLAP utuma ururimi rusanzwe rushakisha amajwi ('shaka imbwa irigata hafi yumuhanda'). Gitoya, ku gikoresho cyo gushyiramo imashini bizatanga imbaraga zijwi ryihariye, kumurongo wa terefone kuri terefone no gutwi, mugihe abakire bonyine bayobora ubwigenge bakomeza kugabanya umubare wamakuru yanditse akenewe mundimi nshya nibintu bidasanzwe bya acoustic.
Gushyira mu bikorwa Isi
Porogaramu z'umuziki nka Spotify zikoresha ibyashizweho kugirango ushimishe indirimbo 'zisa' ndetse no mu njyana zose no guha imbaraga intoki.
Porogaramu yuburyo bwa Shazam ihuza amajwi asakuza kumurongo ugereranije no gushyiramo urutoki aho kuba amajwi mbisi.
Indangururamajwi hamwe na terefone zikoresha imvugo (amajwi yerekana) kugirango ubwire abagize urugo batandukanye kandi batange ibisubizo.
Ibigo byahamagaye hamwe nibikoresho byinama bifashisha gushiramo disikuru, kumenya abavuze iyo bafata amajwi.
Ingaruka & Kurinda
Gukoresha nabi amajwi no kwigira ibyago byiyongera mugihe uruhushya rubuze.
Ukuri kurashobora kugabanuka hejuru yimvugo, imvugo, cyangwa urusaku rwibidukikije.
Amajwi yubukorikori arashobora kwibeshya kumvugo yukuri nta kirango gisobanutse.
Igishushanyo mbonera
Shaka uruhushya rusobanutse rwo gufata amajwi, gukoroniza, no gukoresha.
Ikizamini cyiza mubiganiro bitandukanye hamwe nuburyo bwimbere.
Sobanura igihe umuntu agomba gusuzuma cyangwa kwemeza ibisubizo.
Andika amajwi yubukorikori kandi ugumane inyandiko zerekana kubazwa.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Ibyapa bya Matryoshka
Ibibazo bikunze kubazwa
What is Audio Embeddings and Representation Learning?
Gushyira amajwi bihindura amajwi muburyo bworoshye bwo kubara bifata ibisobanuro, bityo imashini zirashobora kugereranya, gushakisha, no gutondekanya amajwi uburyo abantu bamenya ijwi cyangwa indirimbo bamenyereye. Nibikoresho byihishe inyuma yo kumenya imvugo, ibyifuzo byumuziki, no gushakisha amajwi.
Gushyira amajwi ni iki?
Kwinjiza ni numubare wuzuye wumubare ushyira clips isa-yumvikana hafi yumwanya wimibare, ifata ibisobanuro aho kuba ibyitegererezo gusa.
Ni ukubera iki kwigira wenyine kwigira ari ngombwa cyane mugushira amajwi?
Uburyo bwigenga ubwabwo nka Wav2Vec 2.0 na HuBERT bigira kumubare munini wamajwi atanditse, bityo imirimo yo hasi ikenera amakuru make cyane.
Nigute Wav2Vec 2.0 yiga mugihe cyo kwitegura?
Wav2Vec 2.0 ikoresha maskike, intego itandukanye: ihisha umwanya wamajwi kandi ikamenya kumenya ibice byihishe hamwe nibisamaza.
Niki icyitegererezo nka CLAP gihuza umwanya uhuriweho?
CLAP (Ururimi rutandukanye-Gutegura Amajwi) yiga umwanya uhuriweho aho amashusho y amajwi hamwe nibisobanuro byanditse bigahurira hamwe, bigafasha gushakisha amajwi ashingiye kumajwi.
Mbere yo kugaburira amajwi urusobe rw'imitsi, ni izihe mpinduka zisanzwe zikoreshwa?
Imiyoboro ntoya ifite amamiriyoni yintangarugero, kubwibyo amajwi asanzwe ahindurwamo spekrogramu cyangwa akanyuzwa mumashusho yize-imbere yungurura mbere y'urusobe nyamukuru.