Uhlolojikelele
I-Music Information Retrieval (MIR) inkambu efundisa amakhompyutha ukuhlaziya, ukuqonda, nokusesha umculo kumasiginali omsindo nezikolo. Inika amandla yonke into kusukela ekuhlonzweni kwengoma yesitayela se-Shazam kuya ezincomweni ze-Spotify kanye nokumaka okuzenzakalelayo komculo.
Ukubuyiswa Kolwazi Lomculo kuhlala ekuhambeni komsebenzi okulalelwayo-AI okuguqula inkulumo, umculo, nomsindo wokuxhumana, ukufinyeleleka, nokukhiqizwa kwemidiya.
I-Deep Dive
Ukubuyiswa Kolwazi Lomculo kuhlala empambanweni yokucubungula isignali, ukufunda ngomshini, ne-musicology. Abacwaningi bakhipha izici kumsindo njenge-spectrogram, i-mel-frequency cepstral coefficients (MFCCs), ama-chroma vectors, ne-tempo ukuze bathwebule iphimbo, i-timbre, isigqi, nokuvumelana. Kulokhu, amasistimu e-MIR enza imisebenzi efana nokulandelela isigqi, ukutholwa kokhiye, ukuhlukaniswa kwezinhlobo zomculo, ukukhipha umculo, ukuhlonza ingoma yekhava, nokuncoma umculo. Ingqungquthela yaminyaka yonke ye-ISMIR kanye nomkhankaso wokuhlola we-MIREX uqhubekisele phambili inqubekelaphambili kusukela ngo-2000. I-MIR yesimanje iya ngokuya isebenzisa ukufunda okujulile, ukuqeqesha amanethiwekhi okuguqula kanye nama-transformer ngokuqondile kuma-spectrogram, kanye nokushumeka komsindo ozigadile, okushintsha izici eziningi ezenziwe ngezandla kuyilapho zisathembele emicabangweni yethiyori yomculo ukuze ilebula futhi ihumushe imiphumela.
I-Technical Insight
Amapayipi amaningi e-MIR aqala ngokuguqula okulalelwayo abe ukumelwa kwemvamisa yesikhathi kusetshenziswa i-Fourier Transform Yesikhathi Esifushane, evame ukusonteka ibe isikali se-mel noma i-log-frequency esibukisa ukuzwa komuntu. I-Chroma ihlanganisa wonke ama-octave abe amakilasi angu-12 e-pitch ukuze enze imisebenzi yokuzwana, kuyilapho i-MFCC icindezela i-timbre. Inethiwekhi ye-neural noma isigaba bese senza imephu lezi izethulo kumalebula afana ne-tempo, ukhiye, noma uhlobo. Ukuhlola kusebenzisa amamethrikhi aqondene nomsebenzi afana ne-F-measure yokulandelela ibhithi.
Ukubuyiswa Kolwazi Lomculo
I-Music Information Retrieval (MIR) inkambu efundisa amakhompyutha ukuhlaziya, ukuqonda, nokusesha umculo kumasiginali omsindo nezikolo. Inika amandla yonke into kusukela ekuhlonzweni kwengoma yesitayela se-Shazam kuya ezincomweni ze-Spotify kanye nokumaka okuzenzakalelayo komculo. Ukubuyiswa Kolwazi Lomculo kuhlala ekuhambeni komsebenzi okulalelwayo-AI okuguqula inkulumo, umculo, nomsindo wokuxhumana, ukufinyeleleka, nokukhiqizwa kwemidiya. Ukuze wakhe ukuqonda okujulile, phatha Ukubuyiswa Kolwazi Lomculo njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela oyifunayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa Ukubuyiswa Kolwazi Lomculo aphatha ikhwalithi, ukubambezeleka, kanye nemvume njengezingxenye ezibalulekile ngokulinganayo zesu lokuthumela. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.
Ithuthukisa ukufinyeleleka ngokuloba, ukulandisa, nezixhumi ezibonakalayo zezwi. Ngesikhathi esifanayo, ukusetshenziswa kabi kwezwi kanye nezingozi zokuzenza ongeyena ziyakhuphuka uma imvume ingekho. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.
I-Strategic Impact
Ithuthukisa ukufinyeleleka ngokuloba, ukulandisa, nezixhumi ezibonakalayo zezwi.
Ithuthukisa ukufinyeleleka ngokuloba, ukulandisa, nezixhumi ezibonakalayo zezwi. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amaqembu emidiya angathumela umsindo opholishiwe ngokushesha ngamabhajethi amancane.
Amaqembu emidiya angathumela umsindo opholishiwe ngokushesha ngamabhajethi amancane. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amasistimu abhekene nekhasimende angacubungula ukusebenzelana okukhulunyiwe ngesilinganiso esikhulu.
Amasistimu abhekene nekhasimende angacubungula ukusebenzelana okukhulunyiwe ngesilinganiso esikhulu. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
I-Shazam nezinhlelo zokusebenza ezifanayo ezihlonza ingoma yocingo olurekhodiwe kusetshenziswa izigxivizo zeminwe ezilalelwayo
I-Spotify ne-Apple Music ekhiqiza izincomo kanye nezinhla zokudlalayo ezizenzakalelayo ngokufana komsindo ofundiwe
Ukumaka okuzenzakalelayo kwemizwa, uhlobo, nezinsimbi zokukhiqiza ezinkulu-amalabhulali omculo nesitoko
Ithola izinguqulo zekhava kanye nokufana kwe-copyright okungaba khona ezinkundleni ezifana ne-Content ID ye-YouTube
Amaphethini Okusebenzisa
Ukuthola Ulwazi Lomculo ngokusebenza
I-Shazam nezinhlelo zokusebenza ezifanayo ezihlonza ingoma yocingo olurekhodiwe kusetshenziswa izigxivizo zeminwe ezilalelwayo.
I-Shazam nezinhlelo zokusebenza ezifanayo ezihlonza ingoma yocingo olurekhodiwe kusetshenziswa izigxivizo zeminwe ezilalelwayo Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuthola Ulwazi Lomculo ngokusebenza
I-Spotify ne-Apple Music ekhiqiza izincomo kanye nezinhla zokudlalayo ezizenzakalelayo ngokufana komsindo ofundiwe.
I-Spotify ne-Apple Music ekhiqiza izincomo kanye nohlu lokudlalwayo oluzenzakalelayo lokufana komsindo ofundiwe Amathimba ngokuvamile athola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuthola Ulwazi Lomculo ngokusebenza
Ukumaka okuzenzakalelayo kokuma kwemizwa, uhlobo, namathuluzi okukhiqiza amalabhulali amakhulu omculo nomsindo wesitoko.
Ukumaka okuzenzakalelayo kwemizwa, uhlobo, namathuluzi emitapo yolwazi yokukhiqiza yomculo omkhulu kanye ne-stock-audio Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka kwabantu yamakesi amakhulu, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuthola Ulwazi Lomculo ngokusebenza
Ithola izinguqulo zekhava kanye nokufana kwe-copyright okungaba khona ezinkundleni ezifana ne-Content ID ye-YouTube.
Ukuthola izinguqulo zekhava kanye nokufana kwe-copyright okungase kube khona ezinkundleni ezifana namaThimba e-YouTube Content ID ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, egcina indlela yokukhula yabantu ezimweni ezingavamile, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Ukusetshenziswa kabi kwezwi kanye nezingozi zokuzenza ongeyena ziyanda uma imvume ingekho.
Ukunemba kungase kwehle kuzo zonke izinhlobo zokuphimisela, izilimi zesigodi, noma izindawo ezinomsindo.
Umsindo wokwenziwa ungenziwa iphutha njengenkulumo eyiqiniso ngaphandle kokulebula okucacile.
Ukuqalisa Umhlahlandlela
Thola imvume esobala yokuthwebula izwi, ukuhlanganisa, nokusebenzisa kabusha.
Thola imvume esobala yokuthwebula izwi, ukuhlanganisa, nokusebenzisa kabusha. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Ikhwalithi yokuhlola kuzo zonke izipikha nezimo zangemuva.
Ikhwalithi yokuhlola kuzo zonke izipikha nezimo zangemuva. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Chaza ukuthi kunini lapho umuntu kufanele abuyekeze noma agunyaze okuphumayo.
Chaza ukuthi kunini lapho umuntu kufanele abuyekeze noma agunyaze okuphumayo. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Lebula umsindo wokwenziwa futhi ugcine amarekhodi atholakalayo ukuze aziphendulele.
Lebula umsindo wokwenziwa futhi ugcine amarekhodi atholakalayo ukuze aziphendulele. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.