Shintsha indlela yakho yokufunda ngomshini ngama-MLOps ku-Google Cloud
Umhlaba wokufunda ngomshini uthuthuka ngesivinini se-warp, kanye nawo isidingo sokuphatha ngempumelelo nokusebenzisa amamodeli ekukhiqizeni. Ukuqeqeshwa kwe-“Machine Learning Operations (MLOps): Izinyathelo Zokuqala” ku-Google Cloud kuhlangabezana nalesi sidingo. Ikugxilisa kumathuluzi e-MLOps kanye nezinqubo ezihamba phambili zokuphakela, ukuhlola, ukuqapha nokusebenzisa amasistimu e-ML ekukhiqizeni.
I-MLOps isiyalo esigxile ekutshalweni, ekuhloleni, ekuqapheni nasekuzenzekeleni kwezinhlelo ze-ML ekukhiqizeni. Lokhu kuqeqeshwa kubalulekile konjiniyela abafuna njalo ukuthuthukisa amamodeli asetshenzisiwe. Kubalulekile futhi kososayensi bedatha abafisa ukusebenzisa ngokushesha izixazululo ezisebenzayo ze-ML.
Ukuqeqeshwa kuqala ngesethulo sezinselele zochwepheshe be-ML kanye nomqondo we-DevOps osetshenziswa ku-ML. Sihlanganisa izigaba ezi-3 zomjikelezo wempilo we-ML kanye nenzuzo yokwenza inqubo ngokuzenzakalelayo ukuze isebenze kahle kakhulu.
Okunye okugqamile ukugxila ku-Vertex AI, inkundla ehlanganisiwe ye-Google Cloud ye-ML. Sichaza ukuthi kungani inkundla enjalo ibalulekile nokuthi i-Vertex AI isiza kanjani ukuhamba komsebenzi. Ukuqeqeshwa kuhlanganisa amavidiyo, ukufundwa kanye nemibuzo ukuhlola ulwazi lwakho.
Ngamafuphi, lokhu kuqeqeshwa kunikeza umbono ophelele wama-MLOps ukuze ahlanganise lawa makhono emsebenzini wakho futhi akhiphe izixazululo ze-ML ezisebenza kahle nezihlelekile. Kungakhathaliseki ukuthi ungunjiniyela noma usosayensi wedatha, lesi isinyathelo esibalulekile sokuqonda imisebenzi ye-ML ekukhiqizeni.
Lungiselela ukuhamba komsebenzi wokufunda komshini wakho nge-Vertex AI.
Ake sihlole i-Vertex AI ngokuningiliziwe. Isici esibalulekile salokhu kuqeqeshwa. I-Vertex AI iyinkundla ehlanganisiwe ye-Google Cloud yokufunda ngomshini. Ishintsha indlela ochwepheshe be-ML abasebenzisa ngayo futhi baphathe amamodeli abo.
I-Vertex AI igqama ngekhono layo lokwenza lula nokuhlanganisa inqubo yokufunda komshini. Le nkundla inikeza onjiniyela nososayensi bedatha amathuluzi anamandla. Bangathuthukisa, basebenzise futhi baphathe amamodeli e-ML ngempumelelo kakhudlwana. Nge-Vertex AI, abasebenzisi bayazuza ekuhlanganisweni okungenamthungo. Kusukela kuzo zonke izigaba zomjikelezo wempilo we-ML. Kusukela kumklamo kuya ekukhiqizeni.
Enye yezinzuzo ezinhle ze-Vertex AI ukuguquguquka kwayo. Inkundla iyavumelana nezimo futhi ivumelana nezidingo namazinga ahlukene wamakhono. Ngakho-ke abasebenzisi bangakhetha izindlela ezizenzakalelayo noma benze ngendlela oyifisayo ukuhamba kwabo komsebenzi ngokugcwele. Okokuthuthukisa imodeli. Kungakhathaliseki ukuthi uchwepheshe we-ML noma usaqala. I-Vertex AI inezinsiza zokuthuthukisa ukuhamba kwakho komsebenzi.
Ukuqeqeshwa kwe-MLOps First Steps kugqamisa i-Vertex AI. Kuhlelo lokusebenza lwe-ML. Sifunda ukuthi le nkundla ingasiza kanjani. Ukwenza ngokuzenzakalelayo imisebenzi ephindaphindwayo. Thuthukisa ukunemba kwemodeli. Futhi usheshise ukuthunyelwa. I-Vertex AI futhi yenza kube lula ukuqapha nokuphatha amamodeli ekukhiqizeni. Lokhu kuqinisekisa ukusebenza kahle nokugcinwa lula.
Thuthukisa umsebenzi wakho we-ML ngokuqeqeshwa kwe-Google Cloud MLOps
Kungakhathaliseki ukuthi ungunjiniyela we-ML, usosayensi wedatha noma uchwepheshe we-IT ohlose ukwenza ngokukhethekile, lokhu kuqeqeshwa kunikeza amathuluzi abalulekile okuqhubeka.
Ukusebenza kahle kwe-ML sekubalulekile emkhakheni wezobuchwepheshe. Ngokukhula kokufunda komshini ezimbonini ezimbalwa, ukwazi ukuthi ungakhipha kanjani, uphathe futhi ulungiselele amamodeli e-ML ekukhiqizeni akukaze kube yigugu kakhulu. Lokhu kuqeqeshwa kukulungiselela ukubhekana nalezi zinselele.
Ngokuyilandela, uzofunda izisekelo zama-MLOps nokuthi ungazisebenzisa kanjani ekusebenzeni. Sihlanganisa izici ezibalulekile njengokuthunyelwa ngempumelelo, ukuqapha nokuthuthukiswa kwamamodeli e-ML. Lawa makhono abalulekile ukuqinisekisa ukuthi izixazululo ze-ML ziyasebenza, zithembekile futhi zihlala isikhathi eside uma sezisetshenzisiwe.
Ukwengeza, ukuqeqeshwa kugxile ku-Vertex AI, ikunikeza ulwazi olwengeziwe ngenye yamapulatifomu e-ML athuthuke kakhulu. Lokhu okuhlangenwe nakho kwenkundla kubaluleke kakhulu ngoba kukulungiselela ukusebenza ngamathuluzi ozowathola ebhizinisini.
Okokugcina, lokhu kuqeqeshwa kukuvumela ukuthi uhlale unolwazi lwakamuva ngamathrendi nezinqubo zakamuva ze-ML. Njengoba umkhakha uthuthuka ngokushesha, kubalulekile ukuthi uhlale unolwazi mayelana nezinto ezintsha zakamuva ukuze ulondoloze inzuzo yokuncintisana. Noma ngabe ufuna ukujulisa ulwazi lwakho noma ukuhlukanisa, kumele ukutshalwa kwezimali okubalulekile.
