Isikali se-AI
I-Scale AI yinkampani ehlinzeka ngedatha ephezulu enelebula nekhethiwe enika amandla amamodeli esimanje e-AI.
Uhlolojikelele
It matters because even the best algorithms are only as good as the data they learn from, and Scale built a business out of producing that data at industrial scale.
I-Deep Dive
Yasungulwa ngo-2016 ngu-Alexandr Wang (ngaleso sikhathi owayeneminyaka eyi-19) kanye noLucy Guo, i-Scale AI yaqala ngokulebula izithombe zezimoto ezizishayelayo—ukudweba amabhokisi azungeza abahamba ngezinyawo, izimoto, nelayini yomzila. Ihlanganisa abasebenzi bomhlaba wonke ngokusetshenziswa kwesofthiwe kanye nokulebula okusizwa ngumshini ukuze kuchazwe izithombe, ividiyo, umbhalo, i-lidar, nedatha yenzwa. Njengoba i-AI yokukhiqiza iqhuma, Isikali sajikela kakhulu kudatha ye-LLM: ukulebula okuthandwayo komuntu, ukufunda okuqinisiwe okuvela kumpendulo yomuntu (RLHF), ukuhlanganisa iqembu elibomvu, nokuhlola kochwepheshe. Ngenjini yayo ye-Scale Data kanye nezinkundla ezifana ne-Outlier ne-Remotasks, ithola izichasiselo ezingabantu emhlabeni wonke. Amakhasimende afake abenzi bezimoto, amalebhu e-AI aholayo, kanye nohulumeni wase-US ngomsebenzi wawo womkhakha womphakathi we-Scale AI nomsebenzi wezokuvikela.
I-Technical Insight
Inani lesikali lishintsha idatha eluhlaza, engcolile ibe isignali yokuqeqesha ehlanzekile. Ipayipi layo lihlanganisa izichasiselo ezingabantu namamodeli e-ML alebula ngaphambili idatha, kanye nezendlalelo zokulawula ikhwalithi ezibamba futhi zilungise amaphutha. Kuma-LLM, lokhu kusho ukukhiqiza ukwaziswa, ukubhala izimpendulo ezifanele, imiphumela yemodeli yezinga ye-RLHF, namamodeli okuhlola ukucindezeleka ngokuhlanganisa iqembu elibomvu. Idatha eyisipesheli—izibalo zezinga lokuthweswa iziqu, ikhodi, ukucabanga ngezilimi eziningi—imvamisa idinga amalebula angochwepheshe, yingakho idatha yeqophelo eliphezulu ekhiqizwe umuntu isiyivelakancane, ibalulekile.
I-Strategic Impact
Isu lomthengisi
Imephu yemigwaqo yabathengisi ithonya ukuthi yiziphi izici iqembu lakho elingazakha ngokulandelayo.
Izindleko kanye nesabelomali
Imigomo yezohwebo nezinketho zokuthunyelwa zithinta izindleko zesikhathi eside nobungozi.
Ingozi nokuphepha
Izinxephezelo zenkampani zibumba okuzenzakalelayo komkhiqizo, ukuma kokuphepha, nokuvuleleka.
Ikusasa le-Scale AI
Njengoba amamodeli asemngceleni ekhipha umbhalo wewebhu osulwe kalula, isidingo sishintshela kuchwepheshe, idatha yomuntu yezinga lomngcele kanye nokuhlola okuqinile—Indawo emnandi yesikali. Lindela ukukhula ekuhlolweni kwemodeli, ukuhlolwa kokuphepha, ukulinganiswa komenzeli, nezinkontileka zikahulumeni, kanye nokushuba kwesimo njengoba amanye amalebhu amakhulu akha amaqembu edatha yangaphakathi noma athembele kakhulu kudatha yokwenziwa. I-Scale futhi iphokophela ekuhloleni-njengesevisi kanye nezinhlelo zokusebenza zokuvikela. Ukubheja kwayo kwesikhathi eside: leyo AI ethembekile iyohlala idinga idatha elinganiswa ngokucophelela, esekelwe umuntu kanye nokuhlola okuzimele.
Ukuqaliswa Komhlaba Wangempela
Inkampani yezimoto ezizimele ikhokha Isikali ukuze ilebula idatha ye-lidar nekhamera, echaza izimoto nabahamba ngezinyawo ngamamodeli okubona.
Ilebhu ye-AI yasemngceleni isebenzisa Isikali se-RLHF, enezilinganiso zabantu ezilinganisa izimpendulo ze-chatbot ukuze iqondanise imodeli.
I-ejensi kahulumeni yenza inkontileka Isikali ukuze ihlole futhi ihlanganise kabusha isistimu ye-AI ukuze iphephe nokwethembeka.
Unjiniyela oyimodeli uqasha ochwepheshe beSikalo ukuthi babhale izibonelo zezibalo nekhodi yezinga lokuthweswa iziqu ukuthuthukisa ukucabanga.
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.
Buyekeza ubumfihlo, ukuphepha, nemibandela yomthetho ngaphambi kokuhlanganiswa.
Gcina uhlelo lokubuyela emuva kuwo wonke amamodeli noma abathengisi.
Gada amanothi okukhululwa ukuze izinguquko zemephu yomgwaqo zingamangazi amaqembu.
Qhubeka Uhlole
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Umhlahlandlela olandelayo
Suno
Imibuzo evame ukubuzwa
What is Scale AI?
I-Scale AI yinkampani ehlinzeka ngedatha ephezulu enelebula nekhethiwe enika amandla amamodeli esimanje e-AI. Kubalulekile ngoba nama-algorithms angcono kakhulu mahle njengedatha afunda kuyo, futhi i-Scale yakha ibhizinisi ngokukhiqiza leyo datha esikalini sezimboni.
Iyiphi inkinga eyinhloko i-Scale AI eyixazulula ngokuyinhloko kubathuthukisi be-AI?
Ibhizinisi le-Scale AI likhiqiza idatha yekhwalithi ephezulu enelebula nekhethiwe, njengoba amamodeli elungile njengedatha yawo.
Hlobo luni lwedatha i-Scale AI egxile ekulebuleni lapho iqala?
Isikali siqale ngokulebula izithombe nedatha yenzwa yezimoto ezizimele, njengabahamba ngezinyawo besibhakela nezimoto.
Imele ini i-RLHF, iSikali sesevisi esihlinzeka ngama-LLM?
I-RLHF iyi-Reinforcement Learning from Human Feedback, lapho abantu bekala imiphumela ukuze baqondanise imodeli.
Kungani idatha yochwepheshe ekhiqizwe abantu iba yigugu ngokwengeziwe?
Njengoba idatha yewebhu iphelelwa amandla, amamodeli asemngceleni adinga uchwepheshe, idatha yomuntu yekhwalithi ephezulu—okukhethekile kwe-Scale.
Yiziphi izinkundla lapho i-Scale ithola khona izichasiselo zayo ezingabantu emhlabeni wonke?
Isikali sisebenzisa amapulatifomu afana ne-Outlier kanye ne-Remotasks ukuqasha nokuphatha izichasiselo ezingabantu emhlabeni wonke.