Uhlolojikelele
Ukufunda okumbalwa yikhono lokufunda umsebenzi omusha ezibonelweni ezimbalwa esikhundleni sezinkulungwane. Kubalulekile ngoba kukhombisa indlela abantu abajwayela ngayo futhi ivumela i-AI yesimanje ukuthi izijwayeze khona manjalo ngaphandle kokuqeqeshwa kabusha okubizayo.
I-Shot-Shot Learning ihlezi kukhithi yamathuluzi eyinhloko ye-AI. Uma uyiqonda, ezinye izihloko ze-AI ziba lula ukuzihlola nokuqhathanisa.
I-Deep Dive
Ukufunda ngomshini kosiko kudinga amasethi edatha amakhulu analebuli, kodwa ukufunda okungatheni kuhloswe ukwenza kahle ngemva kokubona izibonelo ezimbalwa kuphela ekilasini ngalinye. Amamodeli ezilimi amakhulu adume ekufundeni kwezithombe ezimbalwa: ubeka izibonelo ezimbalwa zokufaka-okukhiphayo ngqo ekwazisweni, futhi imodeli ithatha iphethini futhi iyisebenzise kokokufaka okusha, konke ngaphandle kokubuyekeza izisindo zayo. Leli gama livela ekubaleni izibonelo ezibonisiwe, ngokuvamile ezibhalwe njenge-N-way K-shot (amakilasi angu-N, izibonelo zika-K ngayinye). I-Zero-shot isho ukuthi azikho izibonelo, ukushutha okukodwa kusho okukodwa, futhi ukudubula okumbalwa ngokuvamile kusho ishumi nambili kuya kwezimbalwa. Lokhu kusebenza ngoba imodeli isivele yathatha amaphethini abanzi phakathi nokuqeqeshwa kwangaphambili, ngakho izibonelo ezimbalwa zikhomba ikakhulukazi ukuthi yiliphi ikhono elikhona okufanele lisetshenziswe.
I-Technical Insight
Ukufunda ngezithombe ezimbalwa ezingaphakathi kokuqukethwe kuncike ezibonelweni zokufunda i-transformer ngokushesha nokusebenzisa ukunaka ukuze kufaniswe amaphethini, ngaphandle kwezibuyekezo zegradient noma izinguquko zesisindo. Izibonelo zinesimo sokubikezela kwethokheni elandelayo yemodeli kokufaka okusha. Umndeni ohlukile, izindlela ezisuselwe kumethrikhi njengamanethiwekhi e-prototypical kanye namanethiwekhi afanayo, esikhundleni salokho ufunda isikhala sokushumeka lapho uqhathanisa isampula entsha nesilinganiso sezibonelo ezimbalwa zekilasi ngalinye bese ukhetha esiseduze. Yomibili imizila isebenzisa ukufunda kwangaphambilini ukuze amalebula ayivelakancane ahambe ibanga elide.
Ukuthola Ukufunda Okumbalwa
Ukufunda okumbalwa yikhono lokufunda umsebenzi omusha ezibonelweni ezimbalwa esikhundleni sezinkulungwane. Kubalulekile ngoba kukhombisa indlela abantu abajwayela ngayo futhi ivumela i-AI yesimanje ukuthi izijwayeze khona manjalo ngaphandle kokuqeqeshwa kabusha okubizayo. I-Shot-Shot Learning ihlezi kukhithi yamathuluzi eyinhloko ye-AI. Uma uyiqonda, ezinye izihloko ze-AI ziba lula ukuzihlola nokuqhathanisa. Ukuze wakhe ukuqonda okujulile, phatha i-Few-Shot Learning njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela oyifunayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa i-Few-Shot Learning akha amamodeli emicabango aqinile kuqala, bese ebeka imephu lawo mamodeli emikhawulweni yokukhiqiza yangempela. 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.
Kukusiza ukuthi uhlukanise izimangalo ezicacile zobuchwepheshe kusukela olimini lokumaketha. Ngesikhathi esifanayo, amaqembu ahlukene angasebenzisa igama elifanayo ngokuhlukile, ngakho chaza ububanzi kusenesikhathi. 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
Kukusiza ukuthi uhlukanise izimangalo ezicacile zobuchwepheshe kusukela olimini lokumaketha.
Kukusiza ukuthi uhlukanise izimangalo ezicacile zobuchwepheshe kusukela olimini lokumaketha. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ungabuza imibuzo yokusebenzisa kangcono ngaphambi kokusebenzisa imali noma isikhathi.
Ungabuza imibuzo yokusebenzisa kangcono ngaphambi kokusebenzisa imali noma isikhathi. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amaqembu anokuqonda okwabiwe enza izinqumo ezingcono zomkhiqizo, inqubomgomo, nokufunda.
Amaqembu anokuqonda okwabiwe enza izinqumo ezingcono zomkhiqizo, inqubomgomo, nokufunda. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
Ukuhlukanisa amathikithi osekelo lwekhasimende ngezigaba ngemuva kokubonisa imodeli izibonelo ezintathu noma ezine ezinelebuli zesigaba ngasinye ekwazisweni.
Ukufundisa i-chatbot ifomethi ethile yokuphumayo (njenge-JSON enezinkambu eziqanjwe igama) ngokunikeza izibonelo ezimbili noma ezintathu zokubhangqa kokuphumayo.
Ukuhlonza iphutha elingavamile lokukhiqiza kusuka kumasampuli ambalwa athathwe izithombe kusetshenziswa inethiwekhi ye-prototypical ohlelweni lombono.
Ukulungisa ukuhumusha noma isitayela sokufingqa ukuze sifane nezwi lomkhiqizo ngokufaka izibonelo ezimbalwa zangaphambili nangemuva esicelweni.
Amaphethini Okusebenzisa
Okumbalwa-Shot Learning in practice
Ukuhlukanisa amathikithi osekelo lwekhasimende ngezigaba ngemuva kokubonisa imodeli izibonelo ezintathu noma ezine ezinelebuli zesigaba ngasinye ekwazisweni.
Ukuhlukanisa amathikithi osekelo lwekhasimende ngezigaba ngemva kokubonisa imodeli izibonelo ezintathu noma ezine ezinelebuli zesigaba ngasinye kumaThimba okwaziswa ngokuvamile athola imiphumela engcono uma echaza imikhawulo yekhwalithi ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Okumbalwa-Shot Learning in practice
Ukufundisa i-chatbot ifomethi ethile yokuphumayo (njenge-JSON enezinkambu eziqanjwe igama) ngokunikeza izibonelo ezimbili noma ezintathu zokubhangqa kokuphumayo.
Ukufundisa i-chatbot ifomethi ethile yokuphumayo (njenge-JSON enezinkambu eziqanjwe igama) ngokunikeza izibonelo ezimbili noma ezintathu zokupheya okokufaka kokufakwayo Amaqembu ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Okumbalwa-Shot Learning in practice
Ukuhlonza iphutha elingavamile lokukhiqiza kusuka kumasampuli ambalwa athathwe izithombe kusetshenziswa inethiwekhi ye-prototypical ohlelweni lombono.
Ukuhlonza iphutha elingavamile lokukhiqiza kusuka kumasampuli ambalwa athathwe izithombe kusetshenziswa inethiwekhi ye-prototypical ohlelweni lombono Amathimba ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Okumbalwa-Shot Learning in practice
Ukulungisa ukuhumusha noma isitayela sokufingqa ukuze sifane nezwi lomkhiqizo ngokufaka izibonelo ezimbalwa zangaphambili nangemuva esicelweni.
Ukulungisa isitayela sokuhumusha noma sokufingqa ukuze sifane nezwi lomkhiqizo ngokufaka izibonelo ezimbalwa zangaphambili nangemuva kwesicelo Amathimba ngokuvamile athola imiphumela engcono uma echaza imikhawulo yekhwalithi ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Amaqembu ahlukene angasebenzisa igama elifanayo ngokuhlukile, ngakho chaza ububanzi kusenesikhathi.
Amabhentshimakhi angabukeka eqinile kuyilapho ukusebenza komhlaba wangempela kungalingani.
Ukuziba ikhwalithi yedatha nezinhlelo zokuhlaziya kuvame ukudala imiphumela entekenteke.
Ukuqalisa Umhlahlandlela
Qala ngencazelo yolimi olulula yomphumela oyidingayo.
Qala ngencazelo yolimi olulula yomphumela oyidingayo. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Khetha imethrikhi eyodwa yempumelelo nesimo esisodwa sokuhluleka ngaphambi kokuhlolwa.
Khetha imethrikhi eyodwa yempumelelo nesimo esisodwa sokuhluleka ngaphambi kokuhlolwa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Qalisa umshayeli omncane onedatha emele, hhayi isethi yedemo ephucuziwe.
Qalisa umshayeli omncane onedatha emele, hhayi isethi yedemo ephucuziwe. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Bhala lapho Ukufunda Okumbalwa kusiza nalapho izindlela ezilula zingcono.
Bhala lapho Ukufunda Okumbalwa kusiza nalapho izindlela ezilula zingcono. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.