Nā - kua patohia e koe "he aha te Vertex AI?" ki roto i te pae rapu (kua kōrero puku rānei koe ki tō kaikorero atamai), ā, kua tae mai koe. He tino pai. Me wetewete tātou, kaua e whakararuraru, engari me whai i ngā āhuatanga o te ao tūturu kia mārama ai.
I tōna māmā noa iho, ko Vertex AI te tūāpapa a Google Cloud mō te hanga, te whakangungu, te whakatinana, me te whakahaere i ngā tauira ako mīhini . Engari kāore taua whakaahuatanga i te tino mārama. Ehara i te mea he taputapu engari he pūnaha rauropi , i hangaia mō te hunga e hiahia ana ki te neke mai i tētahi whakaaro - "me whakahaere aunoa tēnei" - ki tētahi pūnaha AI kounga-whakaputa, e aroturukitia ana, e taea te whakamārama. Ā, he tere hoki.
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 Ngā Utauta Pūhara Whakahaere Pakihi Kapua AI Pai Rawa - Kōwhiringa o te Rōpū
Tūhurahia ngā pūhara kapua AI matua e whakahaeretia ana e te AI e whakahaere ana i ngā mahi, e whakanui ana i te tipu, e whakangawari ana hoki i te whakahaere.
🔗 Ko ēhea ngā hangarau me whakamahi hei whakamahi i te AI whakaputa-rahi mō ngā pakihi?
He whakamārama mō ngā hanganga matua me ngā taputapu e hiahiatia ana hei tautoko i te whakatinanatanga o te AI whakaputa-rahi.
🔗 Manaaki Kapua RunPod AI - Te Kōwhiringa Pai rawa atu mō ngā Mahi AI
Kimihia he aha i puta ai a RunPod hei hanganga matua mō ngā kaiwhakawhanake e whakahaere ana i ngā mahi AI taumaha me te whai hua.
🧠 Nā... He aha rawa te Vertex AI?
Anei te putanga ehara i te hokohoko: Ka huihuia e Vertex AI ngā taputapu AI katoa a Google Cloud ki te wāhi kotahi , kia kore ai koe e pekepeke i waenga i ngā ratonga, e whakakotahi rānei i ngā tuhinga me ngā pukatuhi puta noa i ngā papaaho e whā.
I whakarewahia i te tau 2021 hei whakakotahitanga o ngā taputapu pēnei i a AutoML me AI Platform, ka hoatu e Vertex AI ki a koe ngā atanga waehere-iti (pēnei i ngā kaihanga tauira AutoML tōia-me-taka) me ngā taputapu kaiwhakawhanake pakari (pēnei i ngā pukatuhi Jupyter manaaki, ngā mahi whakangungu e hangai ana ki a Docker, me te whakaritenga paipa ritenga).
Hei whakarāpopototanga: Koinei katoa ngā mea e hiahiatia ana e koe hei hanga mea atamai me ngā raraunga - haunga te waehere piri me te utu hanganga.
🔧 He aha ngā mea ka taea e koe te mahi me te Vertex AI?
Koinei te wā ka tino pārekareka ngā mea - ka tino taumaha rānei, i runga i te nui o te kawheine e kainga ana e koe. Mā Vertex AI koe e āhei ai:
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Whakangunguhia ngā tauira ritenga me ngā anga pēnei i a TensorFlow, PyTorch, XGBoost, me Scikit-learn.
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Whakamahia a AutoML hei hanga tauira mai i ngā raraunga ripanga, ngā whakaahua, ngā tuhinga, ngā ataata rānei, me te kore e tuhi i tētahi rārangi waehere.
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Whakahaerehia ngā API wā-tūturu mō ngā matapae, me te tauine aunoa me te aroturuki.
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Whakatakotoria ngā mahi matapae puranga hei whakatau i ngā miriona rarangi i te wā kotahi.
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Aroturukihia te rerekētanga o te tauira , ngā inenga mahi, me ngā mea o waho mā te whakamahi i ngā papatohu kua hangaia ki roto.
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Whakahaerehia ngā pūnaha whakahaere e aunoa ana i te whakangungu anō, te whakamātautau, me te whakatinanatanga anō i te whanaketanga o ō raraunga.
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Hono tika atu ki a BigQuery , Dataproc , me Looker , kia taea ai e ō tātaritanga me te AI te tohatoha i te roro.
🔍 Ripanga: Ngā Āhuatanga o te Vertex AI (Whakarāpopototanga me te Kōrero Whai Hua)
| 🧩 Āhuatanga | Ngā Mahi a ia | He aha i whai hua ai (pono) |
|---|---|---|
| AutoML | Ka hanga tauira mai i ō raraunga me te kore waehere. | He pai mō te hunga kāore i te whakamahi i te waehere, mō ngā MVP tere rānei. |
| Whakangungu Ritenga | Tuhia tō ake tauira arorau mā te whakamahi i a Jupyter me ngā ipu. | Te tino ngāwari, engari mauria mai tāu ake patuiro. |
| Ngā Paipa | Aunoatia ngā mahi pēnei i te tukatuka-mua - whakangungu-whakatakoto. | Kia iti iho te tākaro whītī ā-ringa, kia iti iho ngā wā "tāria, i whakangungu anō tātou?". |
| Ngā Ratonga Matapae | Whakatakotoria ngā tauira mā te pāwhiri kotahi. Wā-tūturu, wā-pū rānei. | Ka whakauru i ngā tauira ki ngā taupānga me te kore he tūmau tiaki tamariki. |
| Aroturuki Tauira | Ka aro turuki mēnā ka tīmata tō tauira ki te tuku whakautu para. | E kore tō AI e pirau marie i te mea kāore he tangata e mātakitaki ana. |
| Toa Āhuatanga | Whakahaere me te whakamahi anō i ō āhuatanga ML puta noa i ngā tauira. | Ka karo i te raruraru taumata-pepa Excel me ngā raraunga whakangungu. |
| Ngā Utauta AI Whakamārama | E whakaatu ana i te take i whakatau ai te tauira (pērā). | Koura whakahaere, inā koa i roto i te pūtea me te hauora. |
📈 Ko wai kei te whakamahi i te Vertex AI?
Ehara i te mea mā ngā kaihangarau ML o Silicon Valley anake te Vertex AI. E whakamahia ana puta noa i te ao, puta noa i ngā rāngai:
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Ka whakamahia e ngā kamupene hokohoko
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e ngā peeke hei kimi tinihanga, hei whakatauranga nama, me te tātari kare ā-roto o ngā urupare a ngā kiritaki.
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e ngā whakahaere hauora ngā whakaahua hihi-X me ngā hītori tūroro hei hanga tauira matapae (e ai ki ngā whakaritenga HIPAA).
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ngā tīma hanga he kimi āhuatanga rerekē i runga i ngā raraunga pūoko hei matapae i te rahunga o te mīhini i mua i te puta.
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ngā kamupene hou kāore he tīma mahi ML whakatapua a AutoML hei whakauru tere i ngā tauira mahi ki te hanga.
Āe, kei te whakamahi tonu a Google i te hanganga kotahi mō YouTube, Rapu, me ngā Pānui - nō reira kei reira te tauine.
💰 He pēhea te mahi a te utu mō te Vertex AI?
Ka utua e Google Cloud te whakamahinga o Vertex AI i roto i ngā āhuatanga maha - ā, ahakoa ka uaua, ko ngā kaupapa matua penei:
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Whakangungu Tauira : Ka utua e te momo rorohiko (CPU, GPU, TPU) me te wā i whakamahia.
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Ngā Matapae : Ka utua e koe mō ia 1,000 matapae, mō ia hēkona rānei o te rorohiko.
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AutoML : Kei roto i te utu te wā whakangungu tauira, te rokiroki, me te wā whakatinanatanga.
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Te Whakahaere Paipa : Te utu mā te roanga o te taahiraa me te whakamahinga o te VM.
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Ponatuhi : Ka utua mā te momo mīhini me te wā whakahaere.
🧠 Tohutohu Ngaio: Ka rerekē ngā utu i runga i te rohe, ā, he iti ake te utu mō ngā tauira ka taea te whakarite i mua (arā, ngā tauira ā-wāhi) mēnā kāore he āwangawanga mō te haukoti.
🌐 He aha i pai ai ngā kaiwhakawhanake me ngā kaipūtaiao raraunga ki a Vertex AI
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Kāore koe e hiahia ki te tiaki i ngā rōpū Kubernetes (ki te kore koe e hiahia).
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Ka tautokohia e ia ngā whare pukapuka ML pūtake tuwhera, kaua e rāhuitia koe ki tētahi DSL motuhake.
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Ka taea e koe te whakawhiti i waenga i ngā aratau kore-waehere me ngā aratau waehere-katoa i runga i te tangata e hanga ana.
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Kei reira te tautoko whakauru mō te takiuru, te whakaputanga, te whakapapa tauira, me te huri whakamuri.
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He taputapu MLOps tūturu tōna - ehara i te mea he mahi cron kua rīpenehia.
Waihoki: he ma ake te atanga kaiwhakamahi i tō whakaaro. He hua tonu nō Google, nō reira me tumanako ka puta he panui tautuhinga i ētahi wā ka arahi atu ki tētahi panui tautuhinga rerekē.
🧾 He aha te Vertex AI?
Ko Vertex AI te tūāpapa AI kotahi a Google Cloud hei huri i ngā raraunga hei matapae, me ngā taputapu e tautoko ana i ngā tīmatanga me ngā tohunga. Kua hangaia kia kaua e taea te whakawhanui noa i te whanaketanga ML, engari kia taea hoki te whakahaere - mai i te whakangungu i tō tauira tuatahi ki te aroturuki i te hanga i roto i ngā marama e ono i muri mai.
Mena kei te hanga koe i ngā āhuatanga AI ki roto i ngā taupānga, i ngā papaaho whakahaere, i ngā taputapu ā-roto, i tētahi atu mea rānei e ako ana - ko Vertex AI pea te taiao tino ma hei mahi i tēnei.