Sinthani njira yanu yophunzirira makina ndi MLOps pa Google Cloud
Dziko la kuphunzira pamakina likupita patsogolo pa liwiro la warp, komanso kufunikira koyendetsa bwino ndikugwiritsa ntchito zitsanzo pakupanga. Maphunziro a "Machine Learning Operations (MLOps): First Steps" pa Google Cloud amakwaniritsa izi. Zimakulowetsani mu zida za MLOps ndi njira zabwino zotumizira, kuwunika, kuyang'anira ndikugwiritsa ntchito machitidwe a ML popanga.
MLOps ndi chilango chomwe chimayang'ana kwambiri pakuyika, kuyesa, kuyang'anira ndi kupanga makina a ML popanga. Maphunzirowa ndi ofunikira kwa mainjiniya omwe akufuna kuwongolera mosalekeza mitundu yomwe yatumizidwa. Ndikofunikiranso kwa asayansi a data omwe akufuna kukhazikitsa mwachangu mayankho a ML.
Maphunzirowa akuyamba ndi chiyambi cha zovuta za akatswiri a ML ndi lingaliro la DevOps logwiritsidwa ntchito ku ML. Timaphimba magawo atatu a moyo wa ML ndi phindu lodzipangira makina kuti azigwira bwino ntchito.
Chimodzi mwazofunikira kwambiri ndikuwunika kwa Vertex AI, nsanja yolumikizana ya Google Cloud ya ML. Timalongosola chifukwa chake nsanja yotereyi ndiyofunikira komanso momwe Vertex AI imathandizira kuyenda kwa ntchito. Maphunzirowa akuphatikizapo mavidiyo, kuwerenga ndi mafunso kuti muwone zomwe mukudziwa.
Mwachidule, maphunzirowa amapereka chithunzi chonse cha MLOps kuti aphatikize malusowa mu ntchito yanu ndikupereka mayankho ogwira mtima komanso okonzedwa bwino a ML. Kaya ndinu mainjiniya kapena wasayansi ya data, ili ndi gawo lofunikira kuti muthe kudziwa bwino ntchito za ML popanga.
Konzani makina anu ophunzirira makina ndi Vertex AI.
Tiyeni tifufuze Vertex AI mwatsatanetsatane. Chinthu chofunika kwambiri pa maphunzirowa. Vertex AI ndi nsanja yolumikizana ya Google Cloud yophunzirira makina. Imasintha momwe akatswiri a ML amatumizira ndikuwongolera zitsanzo zawo.
Vertex AI ndiyodziwika bwino chifukwa cha kuthekera kwake kufewetsa ndikugwirizanitsa njira yophunzirira makina. Pulatifomu iyi imapereka mainjiniya ndi asayansi a data zida zamphamvu. Atha kupanga, kutumiza ndikuwongolera mitundu ya ML moyenera. Ndi Vertex AI, ogwiritsa ntchito amapindula ndi kuphatikiza kopanda msoko. Kuchokera pamagawo onse a moyo wa ML. Kuyambira kupanga mpaka kupanga.
Chimodzi mwazabwino zazikulu za Vertex AI ndikusinthasintha kwake. Pulatifomuyi ndi yosinthika ndipo imagwirizana ndi zosowa zosiyanasiyana komanso maluso osiyanasiyana. Ogwiritsa ntchito amatha kusankha njira zodzipangira okha kapena kusintha momwe amagwirira ntchito. Zachitsanzo chitukuko. Kaya ndinu katswiri wa ML kapena woyamba. Vertex AI ili ndi zothandizira kukhathamiritsa ntchito yanu.
Maphunziro a MLOps First Steps amawunikira Vertex AI. M'ndandanda wa ntchito ML. Tikuphunzira mmene nsanja imeneyi ingathandizire. Kupanga ntchito zobwerezabwereza. Sinthani kulondola kwachitsanzo. Ndi kufulumizitsa kutumiza. Vertex AI imapangitsanso kukhala kosavuta kuyang'anira ndikuwongolera zitsanzo pakupanga. Izi zimaonetsetsa kuti zikuyenda bwino komanso kukonza kosavuta.
Limbikitsani ntchito yanu ya ML ndi maphunziro a Google Cloud MLOps
Kaya ndinu injiniya wa ML, wasayansi wa data kapena katswiri wa IT yemwe mukufuna kuchita mwapadera, maphunzirowa amapereka zida zofunika kuti mupite patsogolo.
Kudziwa ntchito za ML kwakhala kofunikira mu gawo laukadaulo. Ndi kukwera kwa kuphunzira pamakina m'mafakitale angapo, kudziwa momwe mungagwiritsire ntchito, kuyang'anira ndi kukhathamiritsa mitundu ya ML pakupanga sikunakhale kofunikira kwambiri. Maphunzirowa amakukonzekeretsani kuthana ndi mavutowa.
Potsatira izi, muphunzira zoyambira za MLOps ndi momwe mungagwiritsire ntchito pochita. Timayang'ana zinthu zofunika kwambiri monga kutumizira anthu moyenera, kuyang'anira ndi kuwongolera zitsanzo za ML. Maluso awa ndi ofunikira kuwonetsetsa kuti mayankho a ML ndi ogwira mtima, odalirika komanso olimba akangotumizidwa.
Kuphatikiza apo, maphunzirowa amayang'ana kwambiri pa Vertex AI, kukupatsani chidziwitso ndi imodzi mwamapulatifomu apamwamba kwambiri a ML. Zokumana nazo zakumunda ndi zamtengo wapatali chifukwa zimakonzekeretsani kugwira ntchito ndi zida zomwe mungapeze mubizinesi.
Pomaliza, maphunzirowa amakupatsani mwayi wodziwa zomwe zachitika posachedwa mu ML. Pamene gawoli likukula mwachangu, ndikofunikira kuti mudziwe zambiri zaposachedwa kuti mukhale ndi mwayi wampikisano. Kaya mukuyang'ana kukulitsa chidziwitso chanu kapena kusiyanasiyana, zikuyimira ndalama zamtengo wapatali.
