Uhlolojikelele
Listen, Atttend and Spell (LAS) iyingqophamlando yenethiwekhi ye-neural yango-2015 ebhala inkulumo ngokuqondile ibe yizinhlamvu, ngaphandle kwesichazamazwi esakhelwe ngesandla sokuphimisa noma imodeli yolimi ehlukene. Kubonise ukuthi imodeli eyodwa ephuma ekupheleni ingakwazi ukuqaphela inkulumo.
Lalela i-Attend and Spell kuhlezi ku-audio-AI workflows eguqula inkulumo, umculo, nomsindo wokuxhumana, ukufinyeleleka, nokukhiqizwa kwemidiya.
I-Deep Dive
I-Lalela, Yamela futhi Upele, yethulwe Google abacwaningi u-Chan, Jaitly, Le, kanye noVinyals ngo-2015, bekungesinye seziqapheli zeqiniso zokuqala zokuphela-ekugcineni. Inezingxenye ezimbili: 'Umlaleli,' i-LSTM eyi-pyramidal bidirectional LSTM ehlanganisa umsindo ngenkathi inciphisa ubukhulu besikhathi, kanye 'Nesipelingi,' isiqophi se-LSTM esisekelwe ekunakekelweni esikhipha izinhlamvu ngesikhathi esisodwa. Indlela yokunaka ivumela Isipelingi ukuthi sigxile ocezwini olufanele lomsindo wohlamvu ngalunye oluphumayo. Ngokungafani namapayipi amadala e-HMM-DNN, i-LAS ayidingi isichazamazwi sefonimu, akukho ukuqondanisa okuphoqelelwe, futhi ayikho imodeli yolimi eqeqeshwe ngokuhlukile; ifunda isipelingi, imingcele yamagama, nama-acoustics ngokuhlanganyela emsindweni olotshiwe. Ikhuthaze ngokuqondile izinhlelo ze-ASR zesimanje zokulandelana-kuya-kulandelana.
I-Technical Insight
I-LAS ihlanganisa i-encoder-decoder nokunaka. Isishumeki se-pyramidal LSTM sihlukanisa ukulinganisa kwesikhathi kungqimba ngayinye kwezintathu, sisika ukulandelana okude kwe-acoustic kube ubude obulawulekayo ukuze ukunaka kubambezeleke. Kuso sonke isinyathelo sokuqopha Isipelitha sibala izisindo zokunaka kuzo zonke izifundazwe zokufaka ikhodi, sizihlanganise zibe ivekhtha yomongo, futhi sibikezele uhlamvu olulandelayo. Ukuqeqeshwa kukhulisa amathuba okulandelana kwezinhlamvu ezifanele; iqhinga lesampula elihleliwe linciphisa ukungafani kwesitimela/ukuhlola.
I-Mastering Lalela Hamba futhi Upela
Listen, Atttend and Spell (LAS) iyingqophamlando yenethiwekhi ye-neural yango-2015 ebhala inkulumo ngokuqondile ibe yizinhlamvu, ngaphandle kwesichazamazwi esakhelwe ngesandla sokuphimisa noma imodeli yolimi ehlukene. Kubonise ukuthi imodeli eyodwa ephuma ekupheleni ingakwazi ukuqaphela inkulumo. Lalela i-Attend and Spell kuhlezi ku-audio-AI workflows eguqula inkulumo, umculo, nomsindo wokuxhumana, ukufinyeleleka, nokukhiqizwa kwemidiya. Ukuze wakhe ukuqonda okujulile, phatha Lalela Namela Futhi Pela njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela oyifunayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa Lalela Hamba futhi Apelwe 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
Ukuloba isiNgisi esikhulunywayo ngqo ezinhlamvwini ngaphandle kwesichazamazwi sokuphimisa
Isebenza njengesisekelo somqondo sokubizelwa kwezwi okusekelwe ekunakekelweni kanye nezinhlelo zamagama-ncazo
Ukubonisa ukuqeqeshwa kokugcina kuze kube sekupheleni kwezifundo zokuqaphela inkulumo kanye namabhentshimakhi
Amamodeli akhuthazayo okulandelana-kuya-kulandelana asetshenziswa kamuva kumapayipi okuhumusha inkulumo
Amaphethini Okusebenzisa
Lalela Bheka futhi Upele uprakthiza
Ukuloba isiNgisi esikhulunywayo ngqo ezinhlamvwini ngaphandle kwesichazamazwi sokuphimisa.
Ukubhala isiNgisi esikhulunywayo ngokuqondile sibe izinhlamvu ngaphandle kwesichazamazwi sokuphimisa Amathimba ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, agcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Lalela Bheka futhi Upele uprakthiza
Isebenza njengesisekelo somqondo sokubizelwa kwezwi okusekelwe ekunakekelweni kanye nezinhlelo zamagama-ncazo.
Isebenza njengesisekelo somqondo sokubizelwa kwezwi okusekelwe ekunakekelweni kanye nezinhlelo zamagama-ncazo Amathimba ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Lalela Bheka futhi Upele uprakthiza
Ukubonisa ukuqeqeshwa kokugcina kuze kube sekupheleni kwezifundo zokuqaphela inkulumo kanye namabhentshimakhi.
Ukubonisa ukuqeqeshwa kokugcina kwesifundo sokuqaphela inkulumo kanye nezilinganiso Amaqembu ngokuvamile athola imiphumela engcono lapho echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi elandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Lalela Bheka futhi Upele uprakthiza
Amamodeli akhuthazayo okulandelana-kuya-kulandelana asetshenziswa kamuva kumapayipi okuhumusha inkulumo.
Amamodeli akhuthazayo okulandelana kuya-kulandelanisa kamuva asetshenziswa kumapayipi okuhumusha inkulumo Amathimba ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelela 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.