Guqula indlela yakho yokufunda koomatshini ngeMLOps kwiLifu likaGoogle
Ihlabathi lokufunda koomatshini liqhubela phambili ngesantya se-warp, kwaye kunye nesidingo sokulawula ngokufanelekileyo kunye nokusetyenziswa kweemodeli kwimveliso. Uqeqesho lwe-"Machine Learning Operations (MLOps): Amanyathelo okuqala" kwi-Google Cloud ihlangabezana nale mfuno. Ikuntywilisela kwizixhobo ze-MLOps kunye nezenzo ezilungileyo zokuhambisa, ukuvavanya, ukujonga kunye nokusebenza kweenkqubo zeML kwimveliso.
I-MLOps luqeqesho olugxile ekuhanjisweni, ekuvavanyeni, ekubekweni esweni nasekuzenzeleni iinkqubo zeML kwimveliso. Olu qeqesho lubalulekile kwiinjineli ezifuna ukuqhubeka nokuphucula iimodeli ezibekiweyo. Kukwabalulekile kwizazinzulu zedatha ezinqwenela ukuphumeza ngokukhawuleza izisombululo zeML ezisebenzayo.
Uqeqesho luqala ngesingeniso kwimingeni yeengcali ze-ML kunye nombono we-DevOps esetyenziswe kwi-ML. Sigubungela izigaba ezi-3 zomjikelo wobomi be-ML kunye nenzuzo yokuzenzekelayo inkqubo yokusebenza kakuhle.
Enye yezona zinto zibalaseleyo kugxilwe kwi-Vertex AI, iqonga elidityanisiweyo leLifu likaGoogle leML. Sichaza ukuba kutheni iqonga elinjalo libalulekile kwaye i-Vertex AI iququzelela njani ukuhamba komsebenzi. Uqeqesho lubandakanya iividiyo, ukufundwa kunye neekhwizi zokuvavanya ulwazi lwakho.
Ngamafutshane, olu qeqesho lubonelela ngombono opheleleyo we-MLOps ukudibanisa ezi zakhono kumsebenzi wakho kwaye usebenzise izisombululo zeML ezisebenzayo kunye nezicwangcisiweyo. Nokuba uyinjineli okanye isazinzulu sedatha, eli linyathelo elibalulekileyo lokuqonda imisebenzi yeML kwimveliso.
Yandisa ukuhamba komsebenzi wakho wokufunda ngomatshini ngeVertex AI.
Makhe sihlolisise i-Vertex AI ngokubanzi. Eyona nto iphambili kolu qeqesho. I-Vertex AI liqonga elidityanisiweyo leLifu likaGoogle lokufunda koomatshini. Iguqula indlela iingcali zeML ezithumela ngayo kwaye zilawule imifuziselo yazo.
I-Vertex AI igqame ngokukwazi kwayo ukwenza lula kunye nokudibanisa inkqubo yokufunda koomatshini. Eli qonga libonelela ngeenjineli kunye neenzululwazi zedatha izixhobo ezinamandla. Banokuphuhlisa, basebenzise kwaye balawule iimodeli zeML ngokufanelekileyo ngakumbi. Nge-Vertex AI, abasebenzisi bayazuza ngokudityaniswa komthungo. Ukusuka kuzo zonke izigaba ze-ML lifecycle. Ukusuka kuyilo ukuya kwimveliso.
Enye yeenzuzo ezinkulu zeVertex AI kukuguquguquka kwayo. Iqonga liguquguqukayo kwaye lihambelana neemfuno ezahlukeneyo kunye namanqanaba ezakhono. Abasebenzisi ke ngoko banokukhetha iindlela ezizenzekelayo okanye benze ngokwezifiso ukuhamba kwabo ngokupheleleyo. Kuphuhliso lwemodeli. Nokuba uyingcaphephe ye-ML okanye usaqalayo. I-Vertex AI inezixhobo zokwandisa ukuhamba kwakho komsebenzi.
Uqeqesho lwe-MLOps lwaManyathelo okuQala luqaqambisa iVertex AI. Kwindlela yokusebenza yeML. Sifunda indlela eli qonga elinokunceda ngayo. Ukuzenzekela imisebenzi ephinda-phindayo. Ukuphucula ukuchaneka kwemodeli. Kwaye kukhawuleziswe ukusasazwa. I-Vertex AI yenza kube lula ukubeka esweni kunye nokulawula iimodeli kwimveliso. Oku kuqinisekisa ukusebenza ngokupheleleyo kunye nokugcinwa lula.
Nyusa umsebenzi wakho weML ngoqeqesho lweMLOps yeLifu likaGoogle
Nokuba uyinjineli ye-ML, isazinzulu sedatha okanye ubuchwephesha be-IT obujolise kubungcali, olu qeqesho lubonelela ngezixhobo ezibalulekileyo zokuqhubela phambili.
Ukusebenza kakuhle kwe-ML kuye kwaba yimfuneko kwicandelo lobugcisa. Ngokunyuka kokufundwa komatshini kumashishini amaninzi, ukwazi indlela yokuhambisa, ukulawula kunye nokwandisa iimodeli zeML kwimveliso akukaze kubaluleke kakhulu. Olu qeqesho lukulungiselela ukuhlangabezana nolu celomngeni.
Ngokuyilandela, uya kufunda iziseko ze-MLOps kunye nendlela yokuzisebenzisa xa usebenza. Sibandakanya imiba ebalulekileyo efana nokusasazwa okusebenzayo, ukubeka iliso kunye nokuphuculwa kweemodeli zeML. Ezi zakhono zibalulekile ekuqinisekiseni ukuba izisombululo zeML zisebenza kakuhle, zithembekile kwaye zihlala ixesha elide xa zisetyenzisiwe.
Ukongeza, uqeqesho lujolise kwi-Vertex AI, ikunika amava ngamava ngenye yezona ziqonga zeML. La mava entsimi axabiseke kakhulu kuba akulungiselela ukusebenza ngezixhobo oya kuzifumana kwishishini.
Okokugqibela, olu qeqesho lukuvumela ukuba uhlale usexesheni kunye neendlela zamva nje kunye nezenzo zeML. Njengoko icandelo likhula ngokukhawuleza, kubalulekile ukuba uhlale unolwazi malunga nezinto ezintsha ezitsha zamva nje ukugcina inzuzo yokhuphiswano. Nokuba ujonge ukwenza nzulu ulwazi lwakho okanye ukwahluka, kubonisa utyalo-mali oluxabisekileyo.
