- Vertex AI imapangitsa kukhala kosavuta kupanga ndi kutumiza mitundu ya AI pa Google Cloud.
- Ndikofunika kukonza bwino zilolezo za IAM ndi wothandizira ntchito
- Kuphatikiza ndi nsanja zina kumachitika kudzera makiyi a API mu mtundu wa JSON.
- Kusaka kwa Vertex AI ndi Kukambirana kumakupatsani mwayi wopanga ma chatbots anzeru komanso makonda.

M'dziko momwe nzeru zamakono ikusintha momwe timalumikizirana ndi data ndi mapulogalamu, Google yayika imodzi mwamayankho ake amphamvu kwambiri patebulo: Vertex AI pa Google Cloud. Pulatifomuyi idapangidwa kuti izithandizira kutumizidwa kwa mitundu ya AI pamalo owopsa, otetezeka ophatikizidwa ndi Google Cloud ecosystem.
Ndi zida zomwe zimalola kuyambira pakupanga mitundu yodziwika mpaka kuphatikiza ma chatbots anzeru, Vertex AI (yomwe tidakambirana kale mu Nkhani iyi) yakhala njira yofunika kwambiri kwa makampani ndi opanga omwe akuyang'ana kuti athetse kukhazikitsidwa kwa njira zophunzirira makina. M'nkhaniyi tiona sitepe ndi sitepe mmene Gwirizanitsani Vertex AI mu Google Cloud, kuphatikiza zochitika zake zogwiritsira ntchito, kukhazikitsidwa koyambirira, zilolezo zofunika, kasamalidwe ka makiyi a API, ndi zina zambiri.
Kodi Vertex AI ndi chiyani ndipo chifukwa chiyani mukufuna kuyiphatikiza?
Vertex AI es nsanja yophunzirira makina mkati mwa Google Cloud zomwe zimagwirizanitsa ntchito zonse za AI pamalo amodzi. Kuchokera ku maphunziro mpaka kulosera, zimathandiza magulu a data kuti azigwira ntchito bwino. Izi ndi zina mwa kuthekera kwake:
- Kusungirako mawonekedwe.
- Kupanga ma chatbots.
- Kutumiza mwachangu zolosera zenizeni zenizeni.
- Kuphunzitsa zitsanzo zamakhalidwe.
Gawo labwino ndilakuti, simuyenera kukhala katswiri wa AI kuti muyambe kugwiritsa ntchito. Kuyambira oyambitsa ang'onoang'ono mpaka mabizinesi akuluakulu, Vertex AI imakhazikitsa demokalase mwayi wopeza nzeru zopangira.

Kukhazikitsa koyambirira kwa projekiti pa Google Cloud
Musanaphatikize Vertex AI ku mapulogalamu anu kapena mayendedwe, muyenera kukhala ndi pulojekiti yogwira pa Google Cloud. Izi ndi zofunika kuti muyambe:
- Pezani akaunti yanu ya Google Cloud. Ngati mulibe, mutha kupanga imodzi kwaulere ndikupeza $ 300 pamakiredi otsatsira.
- Sankhani kapena pangani polojekiti kuchokera ku chosankha polojekiti mu Google Cloud console. Onetsetsani kuti mwapereka dzina lomveka bwino.
- Yambitsani kulipira mu projekitiyo, chifukwa ndikofunikira kuti ntchito zitheke.
- Yambitsani Vertex AI API kufunafuna "Vertex AI" mu bar yapamwamba ndikuyambitsa API yake kuchokera pamenepo.
Izi zikachitika, mudzakhala okonzeka kugwiritsa ntchito ntchito zamphamvu zoperekedwa ndi Vertex AI pa Google Cloud.
Zilolezo Zofunikira ndi Zidziwitso: IAM ndi Othandizira Utumiki
Kuti muphatikize Vertex AI mu Google Cloud komanso kuti ntchitoyi igwire bwino ntchito yanu, ndikofunikira kukhazikitsa zilolezo zoyenera. Izi zimaphatikizapo wogwiritsa ntchito komanso wothandizira omwe akuyimira dongosolo.
Chofunikira pakusunga ndikugwiritsanso ntchito mawonekedwe achitsanzo ndi Vertex AI Feature Store, yomwe imagwiritsa ntchito wothandizira mu fomu iyi:
service-[PROJECT_NUMBER]@gcp-sa-aiplatform.iam.gserviceaccount.com
Wothandizirayu akuyenera kukhala ndi chilolezo kuti apeze data ya polojekiti yanu. Ngati deta ili mu pulojekiti yosiyana ndi malo ogulitsa, muyenera kutero perekani pamanja mwayi kwa wothandizira kuchokera ku polojekiti yomwe deta ili.
Pali adafotokozeratu maudindo a IAM kwa mitundu yosiyanasiyana ya ogwiritsa ntchito:
- DevOps ndi IT Management: FeaturestoreAdmin kapena featurestoreInstanceCreator.
- Data Engineers ndi Asayansi: mawonekedwetoreResourceEditor ndi mawonekedwetoreDataWriter.
- Akatswiri ndi ofufuza: FeaturestoreResourceViewer ndi mawonekedwetoreDataViewer.
Kupereka zilolezo moyenerera kumatsimikizira kuti gulu lirilonse litha kugwira ntchito ndi zinthu zomwe likufunikira popanda kusokoneza chitetezo chadongosolo.
Momwe mungapezere ndikukhazikitsa kiyi ya API ya Vertex AI
Kuti mautumiki akunja azilumikizana ndi Vertex AI, ndikofunikira kupanga a kiyi yachinsinsi ya API. Apa tikufotokoza momwe tingachitire sitepe ndi sitepe:
- Pangani akaunti yantchito kuchokera ku console pansi pa "IAM & Administration → Maakaunti Antchito".
- Perekani udindo wa "Vertex AI Service Agent". pa nthawi ya chilengedwe. Izi ndizofunikira kuti athe kuchitapo kanthu mkati mwa polojekitiyi.
- Amapanga kiyi yamtundu wa JSON kuchokera ku tabu "Makiyi". Sungani fayilo mosamala, chifukwa ndikulowa kwanu kuphatikizidwe kwakunja.
Kenako, ingotengerani zomwe zili mu JSON mugawo loyenera papulatifomu yomwe mukufuna kulumikizana nayo, monga AI Content Labs.
Kupanga ma chatbots ndi Vertex AI Search and Conversation
Chimodzi mwazinthu zosunthika kwambiri zomwe titha kuzipeza mutaphatikiza Vertex AI mu Google Cloud ndi kulengedwa kwa anzeru kukambirana othandizira. Ndi Kusaka kwa Vertex AI ndi Kukambirana mahule:
- Kwezani zolemba za PDF ndi kulola bot kuyankha mafunso kutengera zomwe zili.
- Pangani othandizira mwamakonda zomwe zimayankha pamitu yeniyeni.
- Kugwiritsa ntchito Dialogflow CX kuti mumve zambiri mwamakonda.
Chofunika ndichakuti Konzani bwino chilankhulo cha wothandizira. Ngati ma PDF ali m'Chisipanishi, ndipo bot idakonzedwa mu Chingerezi, sigwira ntchito monga momwe amayembekezera.

Kuphatikiza Vertex AI muzogwiritsa ntchito zanu
Palibe chifukwa chopanga wothandizira wamphamvu ngati simungathe kuzigwiritsa ntchito patsamba lanu kapena pulogalamu yam'manja. Mwamwayi, Google imalola kuphatikizika kwake mosavuta m'malo osiyanasiyana:
- Kusaka kwa Vertex AI kumathandizira lowetsani chatbot mwachindunji patsamba lawebusayiti kapena mapulogalamu am'manja.
- Vertex AI Conversation, ikuphatikizidwa ndi nsanja monga Dialogflow CX, kumakulitsa kuyanjana ndi njira zambiri zamabizinesi.
Izi zikutanthauza kuti mutha kukhala ndi chatbot yoyendetsedwa ndi AI patsamba lanu mumphindi zochepa, zonse zoyendetsedwa ndi zomangamanga za Google Cloud.
Quotas, malire ndi machitidwe abwino
Monga chilichonse cha Google Cloud, Vertex AI ili nayo ndalama zogwiritsira ntchito zomwe zimalangizidwa kubwereza:
- Malire pa chiwerengero cha malo otumizira pa intaneti.
- Mtengo wa zopempha pamphindi amaloledwa ku Feature Store.
Izi zimathandizira kuti makina azikhala okhazikika kwa ogwiritsa ntchito onse ndikuthandizira kuzindikira zomwe zingakhudze kulipira kwanu. Mukakhazikitsa malo opangira, nthawi zonse ndi bwino khazikitsani machenjezo Google Cloud Monitoring.
Vertex AI ikuyimira sitepe yotsatira kusinthika kwa luntha lochita kupanga logwiritsidwa ntchito kudziko lenileni. Kuyambira pakukhazikitsa koyambirira mpaka kuphatikizika kovutirapo, chida ichi chili ndi zonse zomwe mungafune kuti moyo wanu ukhale wosavuta monga wopanga, wasayansi wa data, kapena katswiri wa IT. Kuphatikiza Vertex AI mu Google Cloud ndi njira yabwino yoyambira projekiti yanu yotsatira ya digito.
Mkonzi wokhazikika pazaukadaulo komanso nkhani zapaintaneti yemwe ali ndi zaka zopitilira khumi pazama media osiyanasiyana. Ndagwira ntchito ngati mkonzi komanso wopanga zinthu pa e-commerce, kulumikizana, kutsatsa pa intaneti ndi makampani otsatsa. Ndalembanso pamawebusayiti azachuma, azachuma ndi magawo ena. Ntchito yanga ndi chidwi changanso. Tsopano, kudzera mu zolemba zanga mu Tecnobits, Ndimayesetsa kufufuza nkhani zonse ndi mwayi watsopano umene dziko laukadaulo limatipatsa tsiku lililonse kuti tisinthe miyoyo yathu.
