Okuqukethwe[Fihla][Bonisa]
I-Artificial intelligence (AI) yenze intuthuko enkulu eminyakeni yamuva nje ngenxa yentuthuko yokufunda komshini nezindlela zokufunda ezijulile. Ngeshwa, iningi lalokhu kuthuthukiswa kugxile embhalweni noma kudatha yemodeli eyodwa kuphela, enemigoqo yezinhlelo zokusebenza zomhlaba wangempela.
Ngokwesibonelo, uma into esesithombeni isithekile ngokwengxenye noma ibukwa nge-engeli eyinqaba, isistimu yokubona yekhompyutha ingaba nenkinga yokuyibona. Ngokuhlanganisa imithombo eminingana yedatha, enjengomsindo, ividiyo, nombhalo, i-multimodal AI ihlose ukunqoba lobu bunzima futhi ikhiqize ulwazi olunzulu kakhulu lwesimo.
I-Multimodal AI inganikeza inqubo yokuthatha izinqumo enembe nethembekile kanye nendlela enembile nengokwemvelo yokuxhumana nobuchwepheshe ngokuhlanganisa izindlela eziningi.
Inikeza amandla amakhulu okusebenza emikhakheni yokunakekelwa kwempilo, ezokuthutha, imfundo, ukumaketha, nokuzijabulisa njengoba inekhono lokuhlanganisa okuhlangenwe nakho ngokusekelwe emithonjeni eminingi yedatha.
Kulesi siqeshana, sizobheka kabanzi nge-multimodal AI, kufaka phakathi ukuthi isebenza kanjani, izinhlelo zokusebenza zomhlaba wangempela, kuhlobana kanjani ne GPT-4 nokunye okuningi.
Ngakho-ke, iyini ngempela i-Multimodal AI?
I-Multimodal AI ihlanganisa izindlela eziningi zedatha, njengombhalo, izithombe, ividiyo, nomsindo, ukuze inikeze ukuqonda okuphelele kwesimo. Umgomo we-multimodal AI uwukuhlanganisa idatha evela emithonjeni eminingana ukusekela ukuthathwa kwezinqumo okunembe kakhulu nokuthembekile.
I-Multimodal AI ingakhuphula amandla amamodeli okufunda komshini ngokuhlanganisa izindlela ezihlukahlukene futhi inikeze abathengi indlela engokwemvelo nenembile yokuhlanganyela nobuchwepheshe.
Inzuzo ye-multimodal AI itholakala emandleni ayo okudlula imingcele yedatha yemodi eyodwa futhi inikeze ukuqonda okubanzi kwezimo ezinzima.
I-Multimodal Artificial Intelligence (AI) inamandla okushintsha indlela abantu abasebenzisa ngayo ubuchwepheshe futhi benze izinqumo emhlabeni wangempela ngezicelo ezinhlotsheni zezimboni, ezihlanganisa ukunakekelwa kwezempilo, ezokuthutha, imfundo, ukumaketha, nokuzijabulisa.
Kungani i-Multimodal AI Idingeka Emhlabeni Wanamuhla?
Kulezi zinsuku, idatha yemodi eyodwa inemikhawulo ezinhlelweni ezisebenzayo, okwenza kudingeke ukwamukelwa kwe-multimodal AI. Njengomfanekiso, imoto ezishayelayo enekhamera nje kungaba nzima ukubona umuntu ohamba ngezinyawo ekukhanyeni okuncane.
I-LIDAR, i-radar, ne-GPS kuyizibonelo ezimbalwa zezindlela ezimbalwa ezingafinyelelwa ukuze unikeze imoto ngesithombe esiphelele sendawo eyizungezile, okwenza ukushayela kuphephe futhi kuthembeke kakhudlwana.
Ukuze uthole ukuqonda okuphelele kwezenzakalo eziyinkimbinkimbi, kubalulekile ukuhlanganisa izinzwa eziningi. Umbhalo, izithombe, amavidiyo, nomsindo konke kungahlanganiswa kusetshenziswa i-multimodal AI ukunikeza ukuqonda okuphelele kwesimo.
Isibonelo, i-multimodal AI ingasebenzisa ulwazi lwesiguli oluvela emithonjeni eminingana, okuhlanganisa namarekhodi ezempilo e-elekthronikhi, izithombe zezokwelapha, nemiphumela yokuhlolwa, ukuze kuhlanganiswe iphrofayela yesiguli enemininingwane eyengeziwe. Lokhu kungasiza abasebenzi bezempilo ekwenzeni ngcono imiphumela yesiguli kanye nokwenza izinqumo.
Ezezimali, ezokuthutha, imfundo, nezokuzijabulisa ingeminye yemikhakha esesivele yasebenzisa i-multimodal AI. I-Multimodal AI isetshenziswa embonini yezezimali ukuhlola nokuqonda idatha yemakethe evela emithonjeni eminingi ukuze kubonwe izitayela futhi kwenziwe izinqumo ezihlakaniphile zokutshala izimali.
Ukunemba nokuthembeka kwezimoto ezizimele kuyathuthukiswa emkhakheni wezokuthutha nge-multimodal AI.
I-Multimodal AI isetshenziswa kwezemfundo ukuze ihlanganise ulwazi lokufunda lwabafundi ngokuhlanganisa ulwazi oluvela emithonjeni eminingi, njengokuhlola, ukuhlaziya ukufunda, nokusebenzelana komphakathi. Ngokuhlanganisa okokufaka okulalelwayo, okubukwayo, kanye ne-haptic, i-Multimodal AI isetshenziswa embonini yezokuzijabulisa ukuze kwakheke okuhlangenwe nakho okugxile kakhulu nokuphoqayo.
Isebenza kanjani i-Multimodal AI?
I-Multimodal AI ihlanganisa idatha kusuka ezinhlotsheni ezimbalwa ukuze ithole ukuqonda okujulile kwesimo. Ukukhishwa kwesici, ukuqondanisa, kanye nokuhlanganisa ezinye zezinyathelo ezenza inqubo.
Ukukhishwa kwesici:
Idatha eqoqwe ngezindlela ezahlukahlukene iguqulwa ibe isethi yezici zezinombolo phakathi nesigaba sokukhipha isici ukuze isetshenziswe imodeli yokufunda imishini.
Lezi zici zithatha idatha ebalulekile evela kumodi ngayinye, okuholela ekumeleleni okuphelele kwedatha.
Ukulungiswa:
Izici ezivela ezindleleni ezihlukahlukene ziqondaniswe phakathi nesinyathelo sokuqondanisa ukuze kuqinisekiswe ukuthi zibonisa idatha efanayo.
Isibonelo, ohlelweni lwe-Multimodal AI oluhlanganisa umbhalo nezithombe, ulimi lungachaza okuqukethwe kwesithombe, futhi izici eziqoqwe kuzo zombili izindlela kufanele ziqondaniswe ukuze zibonise kahle okuqukethwe kwesithombe.
Fusion
Izici ezivela ezindleleni ezimbalwa ekugcineni zihlanganiswe ukuze kukhiqizwe ukumelwa okubanzi kwedatha ngesikhathi sesinyathelo sokuhlanganisa.
Kungenzeka ukwenza lokhu ngezinqubo ezahlukahlukene zokuhlanganisa, njengokuhlanganisa kwangaphambi kwesikhathi, ukuhlanganisa sekwephuzile, kanye nokuhlanganisa okuxubile. Ekuhlanganisweni kwangaphambi kwesikhathi, izici ezivela ezinhlotsheni eziningi ziyahlanganiswa ngaphambi kokuthi zifakwe kumodeli yokufunda yomshini.
Okukhiphayo kwamamodeli amaningi aqeqeshwe ngokuhlukene kumodi ngayinye kuhlanganiswa ekuhlanganisweni kwakamuva. Ngokuhamba phambili kwayo yomibili imihlaba, i-hybrid fusion ihlanganisa izindlela zokuhlanganisa zakuqala nezakamuva.
Izimo zokusetshenziswa kwangempela kwe-Multimodal AI
Ukunakekela impilo
Izinhlangano zokunakekelwa kwezempilo zisebenzisa i-multimodal AI ukuze ihlanganise futhi ihlole ulwazi oluvela emithonjeni eminingana, okuhlanganisa amarekhodi esiguli, izithombe zezokwelapha, namarekhodi ezempilo kagesi.
Kungasiza ochwepheshe bezokwelapha ukukhomba nokwelapha iziguli ngokunemba okwengeziwe, kanye nokubikezela imiphumela yesiguli.
I-Multimodal AI, isibonelo, ingasetshenziselwa ukuqapha izimpawu ezibalulekile futhi ithole izinto ezingavamile ezingakhomba isimo sezokwelapha esingaba khona noma ukuhlaziya izithombe ze-MRI ne-CT ukuze kutholwe izindawo eziyingozi.
Transportation
Ezokuthutha zingazuza ku-multimodal AI ukuze kwandiswe ukusebenza kahle nokuphepha. Ingakwazi ukuhlanganisa idatha evela emithonjeni embalwa, njenge-GPS, izinzwa, namakhamera wethrafikhi, ukuze inikeze izibalo zethrafikhi zesikhathi sangempela, ithuthukise ukuhlelwa komzila, nesibikezelo sokuminyana.
Isibonelo, ngokushintsha amarobhothi ngokusekelwe kumaphethini ethrafikhi amanje, i-Multimodal AI ingasetshenziswa ukuthuthukisa ukugeleza kwethrafikhi.
Imfundo
Ukusetshenziswa kwe-multimodal AI kwezemfundo kusiza ukwenza ngokwezifiso iziyalezo futhi kwandise ukubamba iqhaza kwabafundi. Ingakwazi ukuhlanganisa ulwazi oluvela emithonjeni eminingi, okuhlanganisa imiphumela yokuhlolwa, izinto zokufunda, nokuziphatha kwabafundi, ukuze kukhiqizwe izinhlelo zokufunda eziqondene nomuntu ngamunye futhi ilethe impendulo yesikhathi sangempela.
Isibonelo, i-Multimodal AI ingaqashwa ukuze ihlole ukuthi abafundi basebenzisana kahle kangakanani nezinto zokufunda eziku-inthanethi bese belungisa isihloko sesifundo kanye nokuhamba kwesivinini njengoba kudingeka.
Ezokuzijabulisa
Emkhakheni wokuzijabulisa, i-multimodal AI ingalungisa okuqukethwe futhi ithuthukise ulwazi lomsebenzisi. Ingasebenzisa ulwazi oluvela emithonjeni eyahlukene, okuhlanganisa ukuziphatha komsebenzisi, izintandokazi, kanye nomsebenzi wenkundla yezokuxhumana, ukuze inikeze iziphakamiso ezenzelwe wena kanye nezimpendulo ezisheshayo.
Isibonelo, kusetshenziswa izintshisekelo zomsebenzisi zokubuka nomlando, i-Multimodal AI ingasetshenziswa ukuphakamisa amamuvi noma uchungechunge lwe-TV.
Marketing
Ukuthengisa kungasebenzisa i-multimodal AI ukuhlaziya nokubikezela ukuziphatha kwamakhasimende. Ukuze ukhiqize amaphrofayela ekhasimende anembe kakhulu futhi unikeze izincomo eziqondene nomuntu ngamunye, ingahlanganisa idatha evela emithonjeni eminingi, njenge social media, ukusefa ku-inthanethi, nomlando wokuthenga.
Isibonelo, i-Multimodal AI ingasetshenziswa ukunikeza izincomo zomkhiqizo ngokusekelwe ekusebenziseni kwekhasimende inkundla yezokuxhumana kanye nemikhuba yokuphequlula.
I-GPT-4 & Multimodal AI
I-GPT-4 iyimodeli entsha yokuguqulwa kolimi lwemvelo (NLP) enamandla okuguqula ucwaningo nentuthuko ye-Multimodal AI.
Ukucutshungulwa kwezinhlobo eziningi zedatha, njengombhalo, izithombe, nomsindo, kungenye yamakhono ayinhloko e-GPT-4. Lokhu kubonisa ukuthi i-GPT-4 ingakwazi ukuqonda futhi ihlole izinhlobo eziningi zedatha futhi inikeze imininingwane enembayo nephelele.
I-Multimodal AI ithuthuke kakhulu ngenxa yamandla e-GPT-4 okuhlaziya idatha evela ezinhlotsheni ezimbalwa zedatha. Amamodeli esimanjemanje e-multimodal AI ngokuvamile asebenzisa amamodeli ahlukene ukuze ahlole uhlobo ngalunye lwedatha ngaphambi kokuhlanganisa okutholiwe.
Amandla e-GPT-4 okuhlaziya izindlela ezihlukene zedatha kumodeli eyodwa asiza ukwenza lula ukuhlanganiswa, konga izindleko zekhompuyutha, futhi kukhuphule ukunemba kokuhlaziya.
Ikusasa le-Multgimodal AI
I-Multimodal AI inekusasa eliqhakazile elinentuthuko ocwaningweni nasekuthuthukisweni, izinhlelo zokusebenza ezingase zibe khona kanye nezinzuzo, kanye nobunzima nezingqinamba.
Ucwaningo nokuthuthukiswa kwentuthuko kukhuthaza ukunwetshwa kwe-Multimodal AI. Ngekhono lokuhlanganisa izindlela ezimbalwa zedatha, amamodeli amasha okufunda okujulile, njenge-GPT-4, ayadalwa anganikeza imininingwane enembe kakhudlwana nephelele.
Inani elikhulayo lezifundiswa lisebenzela ukudala amasistimu e-AI ye-multimodal akwazi ukuqonda umongo, imizwa, nokuziphatha komuntu ukuze kwakheke izinhlelo zokusebenza ezenzelwe wena futhi ezisabelayo.
I-Multimodal AI ayinazo izinselelo nemikhawulo yayo, noma kunjalo. Nakuba izindlela ezihlukene zedatha zingase zibe namafomethi, izinqumo, nosayizi abahlukene, ukuqondanisa kwedatha nokuhlanganisa kunikeza esinye sezithiyo eziyinhloko. Ukugcina idatha ebucayi iyimfihlo futhi ivikelekile, njengamarekhodi ezokwelapha nolwazi lomuntu siqu, kungobunye ubunzima.
Ngaphezu kwalokho, ukusebenza kahle kwezinhlelo ze-Multimodal AI kungase kudinge izinsiza ezinkulu zokucubungula kanye nezingxenyekazi zekhompuyutha ezikhethekile, okungase kube umkhawulo wezinhlelo ezithile zokusebenza.
Isiphetho
Sengiphetha, i-Multimodal AI iwumkhakha obalulekile wokufunda nentuthuko onamandla amakhulu nobalulekile emikhakheni eminingana, okuhlanganisa ukunakekelwa kwezempilo, ezokuthutha, imfundo, ukumaketha nokuzijabulisa.
Ngosizo lwe-AI ye-multimodal, izinqubo zokwenza izinqumo zingathuthukiswa futhi okuhlangenwe nakho kungenziwa ngendlela engcono kakhulu ngenxa yokuhlanganiswa kwedatha evela ezinhlotsheni eziningi.
I-Multimodal AI kufanele iqhubeke nokucwaninga nokuthuthukiswa ukuze ixazulule izithiyo nemikhawulo yayo futhi iqinisekise ukusetshenziswa kwayo okunokuziphatha okuhle nokunomthwalo wemfanelo njengoba ubuchwepheshe buthuthuka.
shiya impendulo