Zopangira: Kupanga machitidwe olondola a AI pogwiritsa ntchito mitundu yopangidwa

ZITHUNZI CREDIT:
Chithunzi cha ngongole
iStock

Zopangira: Kupanga machitidwe olondola a AI pogwiritsa ntchito mitundu yopangidwa

Zopangira: Kupanga machitidwe olondola a AI pogwiritsa ntchito mitundu yopangidwa

Mutu waung'ono mawu
Kuti mupange zolondola zamaluso anzeru (AI), data yofananira yopangidwa ndi algorithm ikuwona kugwiritsidwa ntchito kowonjezereka.
    • Author:
    • Dzina la wolemba
      Quantumrun Foresight
    • Mwina 4, 2022

    Chidule cha chidziwitso

    Dongosolo la Synthetic, chida champhamvu chomwe chili ndi ntchito kuyambira pazaumoyo mpaka kugulitsa, ndikukonzanso momwe machitidwe a AI amapangidwira ndikugwiritsidwira ntchito. Mwa kupangitsa kuti pakhale mitundu yosiyanasiyana ya data popanda kuyika chidziwitso chachinsinsi, data yopangidwa ikupititsa patsogolo magwiridwe antchito m'mafakitale onse, kusunga zinsinsi, komanso kuchepetsa ndalama. Komabe, imakhalanso ndi zovuta, monga kugwiritsira ntchito molakwa popanga zofalitsa zachinyengo, kukhudzidwa kwa chilengedwe chokhudzana ndi kugwiritsa ntchito mphamvu zamagetsi, ndi kusintha kwa kayendetsedwe ka msika wa ntchito zomwe ziyenera kuyang'aniridwa mosamala.

    Synthetic data context

    Kwa zaka zambiri, deta yopangidwa yakhalapo m'njira zosiyanasiyana. Atha kupezeka m'masewera apakompyuta monga zoyeserera zakuuluka komanso mufizikisi zomwe zimawonetsa chilichonse kuyambira maatomu mpaka milalang'amba. Tsopano, deta yopangidwa ikugwiritsidwa ntchito m'mafakitale monga chisamaliro chaumoyo kuti athetse zovuta zenizeni za AI.

    Kupititsa patsogolo kwa AI kukupitilizabe kukhala ndi zopinga zingapo. Ma seti akuluakulu a data, mwachitsanzo, amafunikira kupereka zopezeka zodalirika, zopanda tsankho, komanso kutsatira malamulo okhwimitsa kwambiri achinsinsi pa data. Pakati pazovutazi, deta yofotokozera yopangidwa ndi zoyerekeza kapena mapulogalamu apakompyuta yatuluka ngati njira ina yosinthira deta yeniyeni. Deta yopangidwa ndi AI iyi, yomwe imadziwika kuti synthetic data, ndiyofunikira kwambiri pothetsa nkhawa zachinsinsi komanso kuthetsa tsankho chifukwa imatha kutsimikizira kusiyanasiyana kwa data komwe kumawonetsa dziko lenileni.

    Othandizira azaumoyo amagwiritsa ntchito deta yopangira, mwachitsanzo, mkati mwa gawo la zithunzi zachipatala kuphunzitsa machitidwe a AI ndikusunga zinsinsi za odwala. Mwachitsanzo, kampani yosamalira odwala, Curai, idagwiritsa ntchito milandu 400,000 yachipatala kuti iphunzitse njira yodziwira matenda. Kuphatikiza apo, ogulitsa monga Caper amagwiritsa ntchito zoyerekeza za 3D kuti apange gulu lazithunzi la zithunzi chikwi kuchokera pazithunzi zosachepera zisanu. Malinga ndi kafukufuku wa Gartner yemwe adatulutsidwa mu June 2021 yemwe amayang'ana kwambiri zomwe zidapangidwa, zambiri zomwe zimagwiritsidwa ntchito pakukula kwa AI zidzapangidwa mongotsatira malamulo, ziwerengero, zofananira, kapena njira zina pofika 2030.

    Zosokoneza

    Dongosolo lachidziwitso limathandiza kusunga zinsinsi komanso kupewa kuphwanya kwa data. Mwachitsanzo, chipatala kapena bungwe lingapereke chidziwitso chachipatala chapamwamba kwambiri kuti aphunzitse njira yodziwira khansa yochokera ku AI-deta yomwe imakhala yovuta kwambiri ngati deta yeniyeni yomwe dongosololi likuyenera kutanthauzira. Mwanjira imeneyi, omangawo ali ndi ma dataset abwino oti agwiritse ntchito popanga ndi kukonza dongosolo, ndipo maukonde achipatala sakhala pachiwopsezo choyika chidziwitso chachipatala cha odwala. 

    Zambiri zopanga zitha kulolanso kuti ogula a data yoyesera kuti apeze zambiri pamtengo wotsika kuposa ntchito zachikhalidwe. Malinga ndi a Paul Walborsky, omwe adayambitsa nawo AI Reverie, imodzi mwamabizinesi odzipatulira odzipangira okha, chithunzi chimodzi chomwe chimawononga $ 6 kuchokera ku ntchito yolembera chikhoza kupangidwa mwachinyengo kwa masenti asanu ndi limodzi. Mosiyana ndi zimenezi, deta yopangidwa idzatsegula njira yowonjezera deta, zomwe zimaphatikizapo kuwonjezera deta yatsopano ku dataset yapadziko lonse yomwe ilipo. Madivelopa amatha kuzungulira kapena kuwunikira chithunzi chakale kuti apange chatsopano. 

    Pomaliza, poganizira zachinsinsi komanso zoletsa za boma, zidziwitso zaumwini zomwe zikupezeka mu database zikuchulukirachulukira malamulo komanso zovuta, zomwe zimapangitsa kuti zikhale zovuta kuti zidziwitso zenizeni zapadziko lapansi zigwiritsidwe ntchito popanga mapulogalamu ndi nsanja zatsopano. Dongosolo la Synthetic litha kupatsa opanga njira yothetsera vutolo kuti alowe m'malo mwa data yovuta kwambiri.

    Zotsatira za data yopangidwa 

    Zotsatira zazikulu za data yopangidwa zingaphatikizepo:

    • Kupititsa patsogolo chitukuko cha machitidwe atsopano a AI, pamlingo wosiyanasiyana, womwe umapititsa patsogolo machitidwe m'mafakitale ambiri ndi machitidwe a maphunziro, zomwe zimapangitsa kuti ntchito zitheke bwino m'magawo monga zaumoyo, mayendedwe, ndi zachuma.
    • Kupangitsa mabungwe kugawana zambiri momasuka komanso magulu kuti agwirizane ndikugwira ntchito moyenera, zomwe zimapangitsa kuti pakhale malo ogwirira ntchito ogwirizana komanso kuti athe kuthana ndi ntchito zovuta mosavuta.
    • Madivelopa ndi akatswiri a data amatha kutumiza maimelo kapena kunyamula ma seti akuluakulu opanga ma laputopu awo, otetezeka podziwa kuti deta yofunikira siyikuyika pachiwopsezo, zomwe zimapangitsa kuti ntchito ikhale yosinthika komanso yotetezeka.
    • Kuchepetsedwa kwafupipafupi kwa kuphwanya kwachitetezo cha cybersecurity, popeza zowona sizidzafunikanso kupezeka kapena kugawidwa nthawi zambiri, zomwe zimapangitsa kuti mabizinesi ndi anthu pawokha azikhala otetezeka kwambiri.
    • Maboma akupeza ufulu wambiri wokhazikitsa malamulo okhwima oyendetsera deta popanda kudandaula za kulepheretsa chitukuko cha makina a AI, zomwe zimapangitsa kuti pakhale kayendetsedwe kake kagwiritsidwe ntchito ka deta.
    • Kuthekera kwa deta yopangidwa kuti igwiritsidwe ntchito molakwika popanga zozama kapena zowulutsa zina, zomwe zimadzetsa kufalitsa zabodza komanso kutha kwa kudalira zomwe zili mu digito.
    • Kusintha kwa kayendetsedwe ka msika wa anthu ogwira ntchito, ndi kudalira kochulukira pazida zopangira zomwe zingathe kuchepetsa kufunika kwa maudindo osonkhanitsira deta, zomwe zimapangitsa kuti anthu asiye ntchito m'magawo ena.
    • Kuwonongeka kwa chilengedwe chifukwa cha kuchuluka kwa zinthu zomwe zimafunikira kuti zitheke kupanga ndi kuyang'anira deta yopangidwa, zomwe zimapangitsa kuti pakhale kugwiritsa ntchito mphamvu zambiri komanso nkhawa zokhudzana ndi chilengedwe.

    Mafunso oyenera kuwaganizira

    • Ndi mafakitale ena ati omwe angapindule ndi deta yopangira?
    • Kodi ndi malamulo otani omwe boma liyenera kutsata okhudza momwe deta yopangidwira imapangidwira, kugwiritsidwa ntchito, ndi kutumizidwa? 

    Maumboni anzeru

    Maulalo otsatirawa otchuka ndi mabungwe adanenedwa kuti adziwe izi: