Lapho ukhiqiza i-AI, kunezinselelo eziningi ongahlangabezana nazo, njengokuthi ungasebenzisa kanjani imodeli yakho ye-AI enqubweni noma kubantu, ukusimamisa idatha namamodeli, ukuthi ungayigcina kanjani imodeli yakho inembile ekushintsheni kwezindawo nangokuhamba kwesikhathi, ukukala, nokuthi ungakhula kanjani. noma uthuthukise amakhono emodeli yakho ye-AI.
Ishumeka i-AI
Ukusebenzisa umshini ophumelelayo wokufunda umshini Ubufakazi Bemiqondo (PoC) nge-algorithm entsha kuphela u-10% womzamo odingekayo ukuze ukhiqize futhi uthole inani langempela kuwo. Ama-90% asele angahlukaniswa abe izinto okudingeka uzenze ukuze wenze umkhiqizo osebenzisekayo nezinto okudingeka uzenze ukuze wenze umkhiqizo owusizo.
Ukuze wenze umkhiqizo osebenzisekayo, udinga ukusondeza ekusetshenzisweni kobuchwepheshe bokwenza umkhiqizo utholakale kubasebenzisi bakho. Ukwenza kube wusizo, kufanele ubheke ukushumeka umkhiqizo ube inqubo yabasebenzisi. Okokuqala, nokho, uyini ngempela umehluko phakathi kwe-PoC nomkhiqizo osebenzisekayo?
Okokuqala nje, ama-PoC awahloselwe ukukhiqizwa. Imikhiqizo idinga ukusebenza ngaso sonke isikhathi, noma nini, nangaphansi kwezimo ezishintshayo. Phakathi ne-PoC yakho, uthola idatha oyifunayo, wenze ikhophi, bese uqala ukuyihlanza futhi uyihlaziye. Ekukhiqizeni, umthombo wakho wedatha kufanele uxhunywe kunkundla yedatha ngesikhathi sangempela, ngokuphephile, nangokuvikelekile; ukusakazwa kwedatha kufanele kusetshenziswe ngokuzenzakalelayo futhi kuqhathaniswe/kuhlanganiswe neminye imithombo yedatha.
Phakathi ne-PoC yakho, ungaba nokunethezeka kokukwazi ukukhuluma nabasebenzisi bakho besikhathi esizayo futhi usebenze nabo ukuze udizayine isixazululo, noma awunabo nhlobo abasebenzisi, futhi uklama isixazululo sobuchwepheshe. Ngomkhiqizo, unabasebenzisi okudingeka baqonde leso sixazululo, nabantu abanesibopho sokugcina isisombululo sobuchwepheshe sisebenza. Ngakho, umkhiqizo udinga ukuqeqeshwa, ama-FAQ, kanye/noma imigqa yosekelo ukuze ukwazi ukusetshenziswa. Ngaphezu kwalokho, uvele udale inguqulo entsha yecala lakho elilodwa lokusebenzisa ku-PoC. Imikhiqizo idinga ukubuyekezwa, futhi uma usukhiphe umkhiqizo wakho kumakhasimende amaningi, udinga indlela yokuhlola nokusebenzisa ikhodi yakho yokukhiqiza (amapayipi e-CI/CD).
“Kwa-Itility, sithuthukise i-Itility Data Factory yethu kanye ne-AI Factory ehlanganisa amabhlogo wokwakha kanye nenkundla eyisisekelo yanoma imaphi amaphrojekthi ethu. Lokhu kusho ukuthi sine-engeli esebenzisekayo embozwe kusukela ekuqaleni, ukuze sikwazi ukugxila engeli eliwusizo (okuncike kakhulu kumakhasimende kanye nokusetshenziswa kwecala),” kusho inkampani.
Uhlelo lokusebenza lokuthola izinambuzane - kusuka ku-PoC kuya kumkhiqizo osebenzisekayo
“Isigaba Sobufakazi Bengqondo Sohlelo lwethu Lokusebenza Lokuthola Izinambuzane sihlanganisa imodeli engenza umsebenzi omncane wokuhlukanisa nokubala izimpukane esicupheni seglue ngokusekelwe ezithombeni ezithathwe amalungu eqembu elibamba ukushisa. Uma kwenzeka begeje isithombe noma uma kukhona okungahambanga kahle, bangabuyela emuva bathathe esinye, noma basilungise kudeshibhodi. Kwakudingeka ukuhlola okwenziwa ngesandla.
“I-PoC-world yethu ibilula, isekelwe kudivayisi eyodwa, umsebenzisi oyedwa, nekhasimende elilodwa. Nokho, ukuze siwenze umkhiqizo osebenzisekayo, sasidinga ukukala futhi sisekele amakhasimende amaningi. Bese, umbuzo wokuthi ungayigcina kanjani idatha ihlukanisiwe futhi ivikelekile uyavela. Ngaphezu kwalokho, ikhasimende ngalinye/umshini ngamunye udinga ukusetha nokucushwa okuzenzakalelayo. Ngakho-ke, ungawamisa kanjani amakhasimende amasha angama-20? Wazi kanjani ukuthi uzosakha nini isixhumi esibonakalayo somqondisi futhi wenze ngokuzenzakalela ukugibela? Emakhasimendeni angu-2, angu-20, noma angu-200?”
Kunjalo, ungase ube nemibuzo, njengokuthi 'ukubala izimpukane kulisiza kanjani ikhasimende lami? Ungadala kanjani inani kusuka kulolu lwazi? Indlela yokuncoma izinqumo futhi uthathe isinyathelo? Singena kanjani lesi sicelo se-AI enqubweni yebhizinisi?'. Isinyathelo sokuqala ukushintsha uhlaka lwakho lwereferensi ukusuka kumbono wezobuchwepheshe/wedatha ukuya kumbono womsebenzisi wokugcina. Lokhu kusho ukuqhubeka nengxoxo nekhasimende lakho futhi ubone ukuthi i-PoC eqinisekisiwe ingena kanjani ezinqubweni zansuku zonke.
“Kufanele futhi ulandele ngokucophelela inqubo isikhathi eside, udinga ukujoyina imihlangano yokusebenza neyobuhlakani ukuze uqonde ngempela ukuthi yiziphi izinyathelo ezithathwa nsuku zonke ngokuya ngokuthi yiluphi ulwazi, singakanani isikhathi esichithwa ekwenzeni lokho, kanye nokucabanga. ngemuva kwezenzo ezithile. Ngaphandle kokuqonda ukuthi ulwazi oluvela kumodeli yakho lusetshenziswa kanjani ukwakha inani lebhizinisi, ngeke ufike emkhiqizweni owusizo.
“Odabeni lwethu, sithole ukuthi yiluphi ulwazi olwasetshenziswa ukuze kuthathwe izinqumo. Isibonelo, sithole ukuthi kwezinye izinambuzane kwakubaluleke kakhulu ukulandela inkambiso yamasonto onke (ongakudingi ukunemba okuphakeme kakhulu) kuyilapho ezinye zidinga isinyathelo ekuqaleni kophawu lwezinambuzane (okusho ukuthi kungcono ukuba nabashadikazi. wokukhomba okungamanga kunokuba nokuba negethivu eyodwa engamanga).
“Ngaphezu kwalokho, sithole ukuthi ikhasimende lethu lalike laba namava 'okubi' ngethuluzi elifanayo elithi linembayo elingakwazi ukukuletha lapho lisebenza. Kungani bengathembela okwethu? Sithathele phezulu le nkinga yokuthembana futhi senza ukunemba nokubonisa ngale kwaba isici esibalulekile somkhiqizo. Sisebenzise lolu lwazi ukuze senze umkhiqizo wethu ube usizo ngokulungisa uhlelo lokusebenza nezindlela zokusebenza zomsebenzisi wokugcina, futhi ngokwandisa ukukhanya ekusebenzelaneni, sinikeze umsebenzisi amandla okulawula isicelo,” iqhubeka inkampani.
Iyiphi inselele enkulu?
“Esimeni sethu sokubala indiza, singakhuluma ngamaphuzu ethu okunemba konke esikufunayo. Nokho, ukuze kube usizo, umsebenzisi (uchwepheshe we-greenhouse) udinga ngaphezu kwamaphesenti. Okudingekayo wukuhlangabezana nakho, nokufunda ukukwethemba. Into embi kakhulu engenzeka yilapho abasebenzisi bakho beqhathanisa imiphumela yakho nemiphumela yabo eyenziwa ngesandla futhi kukhona ukungafani (okukhulu). Isithunzi sakho sonakalisiwe futhi asikho isikhala sokubuyisela ukwethenjwa. Siphikisane nalokhu ngokwengeza isofthiwe emkhiqizweni okhuthaza umsebenzisi ukuthi abheke lokho kushayisana futhi akulungise.
“Indlela yethu ukwenza umsebenzisi abe yingxenye yesixazululo se-AI esikhundleni sokusethula njengohlelo oluzongena esikhundleni sikachwepheshe. Siphendula uchwepheshe ku-opharetha. I-AI ikhulisa amakhono abo futhi ochwepheshe bahlala belawula ngokuqhubeka befundisa futhi beqondisa i-AI ukuthi ifunde kabanzi futhi yenze izilungiso lapho imvelo noma okunye okuguquguqukayo kukhukhuleka. Njengomsebenzisi, uchwepheshe uyingxenye ebalulekile yesixazululo - ukufundisa nokuqeqesha i-AI ngezenzo ezithile. "
Chofoza lapha ukuze ubone ividiyo enemininingwane eyengeziwe mayelana nendlela osebenza ngayo.