Uhlolojikelele
I-Stanford HAI (i-Stanford Institute for Human-Centered Artificial Intelligence) iyisikhungo socwaningo sasenyuvesi esifunda ngomthelela we-AI kubantu nasemphakathini. Ibalulekile ngoba ihlanganisa ucwaningo lobuchwepheshe, inqubomgomo, kanye nezimiso zokuziphatha ukuze kugcinwe abantu esikhungweni sokuthuthukiswa kwe-AI.
I-Stanford HAI iqondwa kangcono kumongo wesu, ukufinyelela okuyimodeli, izinqumo zeplathifomu, nobambiswano lwe-ecosystem.
I-Deep Dive
Yasungulwa ngo-2019 futhi iqondiswa ngokubambisana iphayona le-AI u-Fei-Fei Li kanye nesazi sefilosofi u-John Etchemendy, i-Stanford HAI ihlala ngaphakathi kwe-Stanford University kunokuba ibe inkampani. Isisekelo saso siwukuthi i-AI kufanele ikhulise isintu, ingasithathi esikhundleni, nokuthi ukuthuthukisa i-AI kudinga ukuqonda okuvela emikhakheni eminingi, okuhlanganisa eyabantu, isayensi yezenhlalo, imithi, umthetho, nobunjiniyela. I-HAI yaziwa kakhulu ngombiko wayo waminyaka yonke we-AI Index, isifinyezo esicashunwe kakhulu, esinothe ngedatha yenqubekelaphambili ye-AI yomhlaba wonke, ukutshalwa kwezimali, imfundo, kanye nenqubomgomo. Iphinde iqhube izithangami zenqubomgomo yohulumeni, ixhase ngezimali izibonelelo zocwaningo lwemikhakha ehlukene, futhi isebenzise izinhlelo ezifana ne-Digital Economy Lab kanye neCentre for Research on Foundation Models (CRFM), okuhlanganise negama elithi 'amamodeli esisekelo.'
I-Technical Insight
I-HAI ayiwaqeqeshi ngokuyinhloko amamodeli asemngceleni; umnikelo wayo ukulinganisa okuqinile kanye nohlaka. Inkomba ye-AI ihlanganisa imiphumela yebhentshimakhi, hlanganisa amathrendi, ukugeleza kwezimali, kanye nedatha yocwaningo ibe amamethrikhi ajwayelekile avumela abenzi benqubomgomo nabacwaningi balandelele ukuqhubeka unyaka nonyaka. Nge-CRFM, abacwaningi be-HAI bahlaziya ukuziphatha, ubungozi, kanye nemiphumela yomphakathi 'yamamodeli esisekelo' amakhulu, okusiza ukusungula isilulumagama esabiwe kanye nezinkambiso zokuhlola kuwo wonke umkhakha.
I-Mastering Stanford HAI
I-Stanford HAI (i-Stanford Institute for Human-Centered Artificial Intelligence) iyisikhungo socwaningo sasenyuvesi esifunda ngomthelela we-AI kubantu nasemphakathini. Ibalulekile ngoba ihlanganisa ucwaningo lobuchwepheshe, inqubomgomo, kanye nezimiso zokuziphatha ukuze kugcinwe abantu esikhungweni sokuthuthukiswa kwe-AI. I-Stanford HAI iqondwa kangcono kumongo wesu, ukufinyelela okuyimodeli, izinqumo zeplathifomu, nobambiswano lwe-ecosystem. Ukuze wakhe ukuqonda okujulile, phatha i-Stanford HAI njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho uhlelo olungakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa i-Stanford HAI ahlola isu lomthengisi, ukwethembeka kwemephu yomgwaqo, kanye nobungozi bokukhiya ngaphambi kokwenza. 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.
Imephu yemigwaqo yabathengisi ithonya izici ithimba lakho elingazakha ngokulandelayo. Ngesikhathi esifanayo, izimemezelo Zokuqalisa zingase zidlule ukuzinza ekusebenzeni kwangempela kokukhiqiza. 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
Imephu yemigwaqo yabathengisi ithonya izici ithimba lakho elingazakha ngokulandelayo.
Imephu yemigwaqo yabathengisi ithonya izici ithimba lakho elingazakha ngokulandelayo. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Imigomo yezohwebo nezinketho zokuthunyelwa zithinta izindleko zesikhathi eside nobungozi.
Imigomo yezohwebo nezinketho zokuthunyelwa zithinta izindleko zesikhathi eside nobungozi. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Izinxephezelo zenkampani zibumba okuzenzakalelayo kwemikhiqizo, ukuma kokuphepha, nokuvuleleka.
Izinxephezelo zenkampani zibumba okuzenzakalelayo kwemikhiqizo, ukuma kokuphepha, nokuvuleleka. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
Abenzi bezinqubomgomo nezintatheli bacaphuna Umbiko Wenkomba we-AI waminyaka yonke we-HAI ukuze uthole idatha yokutshalwa kwezimali kwe-AI, amabhentshimakhi, nokutholwa.
Abenzi bomthetho bahambela amakamu okuqeqeshwa kwenqubomgomo ye-HAI ukuze baqonde i-AI ngaphambi kokubhala umthetho.
Abacwaningi basebenzisa i-HAI's Foundation Model Transparency Index ukuze baqhathanise ukuthi onjiniyela abakhulu be-AI bawadalula kanjani amamodeli abo.
Odokotela nososayensi babambisana ngezibonelelo ze-HAI besebenzisa i-AI emfanekisweni wezokwelapha kanye nokwesekwa kwezinqumo zomtholampilo.
Amaphethini Okusebenzisa
Stanford HAI in practice
Abenzi bezinqubomgomo nezintatheli bacaphuna Umbiko Wenkomba we-AI waminyaka yonke we-HAI ukuze uthole idatha yokutshalwa kwezimali kwe-AI, amabhentshimakhi, nokutholwa.
Abenzi bezinqubomgomo nezintatheli bacaphuna Umbiko Wenkomba we-AI waminyaka yonke we-HAI wedatha yokutshalwa kwezimali kwe-AI, izilinganiso, kanye namaQembu okutholwa ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu ezimweni ezibucayi, futhi elandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Stanford HAI in practice
Abenzi bomthetho bahambela amakamu okuqeqeshwa kwenqubomgomo ye-HAI ukuze baqonde i-AI ngaphambi kokubhala umthetho.
Abenzi bomthetho bahambela amakamu okuqalisa inqubomgomo ye-HAI ukuze baqonde i-AI ngaphambi kokubhala umthetho Amathimba ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka kwabantu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Stanford HAI in practice
Abacwaningi basebenzisa i-HAI's Foundation Model Transparency Index ukuze baqhathanise ukuthi onjiniyela abakhulu be-AI bawadalula kanjani amamodeli abo.
Abacwaningi basebenzisa i-HAI's Foundation Model Transparency Index ukuze baqhathanise ukuthi onjiniyela abakhulu be-AI badalula kanjani amamodeli abo Amathimu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Stanford HAI in practice
Odokotela nososayensi babambisana ngezibonelelo ze-HAI besebenzisa i-AI emfanekisweni wezokwelapha kanye nokwesekwa kwezinqumo zomtholampilo.
Odokotela nososayensi babambisana ngezibonelelo ze-HAI besebenzisa i-AI emfanekisweni wezokwelapha kanye nokwesekwa kwezinqumo zomtholampilo Amathimba ngokuvamile athola imiphumela engcono lapho echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka komuntu ezimweni ezibucayi, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Izimemezelo zokwethula zingase zeqe ukuzinza ekugelezeni komsebenzi wangempela wokukhiqiza.
Izintengo ze-API noma izinguquko zenqubomgomo zingaphula ukucabanga ngobusuku obubodwa.
Ukuncika komthengisi oyedwa kukhulisa izindleko zokukhiya nokufuduka.
Ukuqalisa Umhlahlandlela
Linganisa abahlinzeki usebenzisa eyakho imisebenzi namasethi edatha.
Linganisa abahlinzeki usebenzisa eyakho imisebenzi namasethi edatha. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Buyekeza ubumfihlo, ukuphepha, nemibandela yomthetho ngaphambi kokuhlanganiswa.
Buyekeza ubumfihlo, ukuphepha, nemibandela yomthetho ngaphambi kokuhlanganiswa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Gcina uhlelo lokubuyela emuva kuwo wonke amamodeli noma abathengisi.
Gcina uhlelo lokubuyela emuva kuwo wonke amamodeli noma abathengisi. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Gada amanothi okukhululwa ukuze izinguquko zemephu yomgwaqo zingamangazi amaqembu.
Gada amanothi okukhululwa ukuze izinguquko zemephu yomgwaqo zingamangazi amaqembu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.