Mena kua rapu koe i ngā taputapu AI, ā, kei hea te mahi makutu tuturu mai i te tīmatanga ki te mutunga - mai i te whakarerekē tere ki te whakaputa me te aroturuki - koinei te mea e rongo tonu ana koe. Ka honoa e te Vertex AI a Google ngā papa tākaro tauira, ngā MLOp, ngā hononga raraunga, me te rapu vector ki roto i te wāhi kotahi, taumata hinonga. Tīmatahia ki te wāhi iti, kātahi ka tauine. He mea onge te whakauru i ngā mea e rua ki raro i te tuanui kotahi.
Kei raro nei te haerenga māmā noa iho. Ka whakautua e mātou te pātai māmā - He aha te Google Vertex AI? - ā, ka whakaaturia hoki te āhua o tōna urunga ki tō puranga, ngā mea hei whakamātau tuatahi, te āhua o ngā utu, me te wā e tika ake ai ngā kōwhiringa kē atu. Whitikiria ō whitiki. He maha ngā mea kei konei, engari he māmā ake te ara i tōna āhua. 🙂
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 He aha te kaiwhakaako AI
E whakamārama ana i te āhua o te whakapai ake a ngā kaiwhakaako AI i ngā tauira mā te urupare tangata me te tapanga.
🔗 He aha te AI arbitrage: Ko te pono kei muri i te kupu rongonui
Ka wetewetehia te whakatauira a te AI, tōna tauira pakihi, me ngā pānga ki te mākete.
🔗 He aha te AI tohu: Ngā mea katoa e hiahia ana koe ki te mōhio
E kapi ana i ngā whakaaro arorau o te AI tohu me ōna rerekētanga mai i te ako mīhini.
🔗 He aha te reo hōtaka e whakamahia ana mō te AI
Ka whakataurite i a Python, R, me ētahi atu reo mō te whakawhanaketanga me te rangahau AI.
🔗 He aha te AI hei ratonga
E whakamārama ana i ngā tūāpapa AIaaS, ngā painga, me te whakamahi a ngā pakihi i ngā taputapu AI e hangai ana ki te kapua.
He aha te Google Vertex AI? 🚀
a Google Vertex AI i runga i a Google Cloud mō te hanga, te whakamātautau, te whakatinana, me te whakahaere i ngā pūnaha AI - e kapi ana i te ML tawhito me te AI whakaputa hou. Ka whakakotahi i te whare tauira, te taputapu kaihoko, ngā paipa, ngā pukatuhi, ngā rēhita, te aroturuki, te rapu vector, me ngā whakaurunga piripono ki ngā ratonga raraunga Google Cloud [1].
He māmā noa iho: koinei te wāhi e hangaia ai he tauira taketake, e whakatikatika ana i aua tauira, e whakatinanahia ana ki ngā pito mutunga haumaru, e aunoa ana me ngā paipa, ā, e aroturukitia ana, e whakahaeretia ana hoki ngā mea katoa. He mea nui, ka mahia tēnei i te wāhi kotahi - he mea nui ake i te mea e kitea ana i te rā tuatahi [1].
Tauira tere o te ao tūturu: He maha ngā wā ka tuhia e ngā tīma ngā tohu i roto i te Studio, ka hangaia he pukatuhi iti hei whakamātautau i te I/O ki ngā raraunga tūturu, kātahi ka whakatairanga i aua rawa ki roto i tētahi tauira kua rēhitatia, he pito whakamutunga, me tētahi ara mahi māmā. Ko te wiki tuarua ko te aroturuki me ngā whakatūpato. Ehara te kaupapa i te toa - engari ko te āheinga ki te whakahoki.
He aha te mea e rawe ai te Google Vertex AI ✅
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Kotahi te tuanui mō te huringa ora - he tauira i roto i te whare toi, he rēhita i ngā putanga, he whakatakoto mō te puranga, mō te wā tūturu rānei, kātahi ka aroturukihia mō te rerekētanga me ngā raruraru. He iti ake te waehere piri. He iti ake ngā ripa. He nui ake te moe [1].
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Ngā tauira Model Garden + Gemini - kitea, whakaritea, me te whakatinana i ngā tauira mai i a Google me ngā hoa mahi, tae atu ki te whānau Gemini hou, mō ngā mahi tuhinga me ngā mahi maha [1].
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Kaihanga Kaihoko - hangaia he kaihoko e aro ana ki te mahi, he maha ngā taahiraa, ka taea te whakarite i ngā taputapu me ngā raraunga me te tautoko aromatawai me te wā whakahaere whakahaere [2].
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Ngā ara mō te pono - te whakarite kore tūmau mō te whakangungu auau, te aromatawai, te whakatikatika, me te whakatinanatanga. Ka mihi koe ki a koe anō ina tae mai te whakangungu tuatoru [1].
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Rapu Wāhanga i te tauine - te kimi wāhanga tauine teitei, iti te roa mō te RAG, ngā taunakitanga, me te rapu tikanga, i hangaia i runga i te hanganga taumata whakaputa a Google [3].
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Te whakahaere āhuatanga me BigQuery - pupuri i ō raraunga āhuatanga i roto i te BigQuery me te tuku āhuatanga ki te ipurangi mā te Vertex AI Feature Store me te kore e tārua i tētahi toa tuimotu [4].
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Ngā pukatuhi mahi - ngā taiao Jupyter whakahaeretia kua honoa ki ngā ratonga Kapua Google (BigQuery, Cloud Storage, me ētahi atu) [1].
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Ngā kōwhiringa AI kawenga - ngā taputapu haumaru me pupuri raraunga kore (ina whirihorahia tika) mō ngā kawenga mahi whakaputa [5].
Ngā wāhanga matua ka pā atu koe 🧩
1) Vertex AI Studio - te wāhi e tipu ake ai ngā tohutohu 🌱
Purei, arotake, me te whakarite i ngā tauira turanga i roto i te atanga kaiwhakamahi. He pai mō ngā mahi tere, ngā tohutohu ka taea te whakamahi anō, me te tuku ki te whakaputa ina "pāwhiri" tetahi mea [1].
2) Māra Tauira - tō rārangi tauira 🍃
He whare pukapuka pokapū o Google me ngā tauira hoa. Tirotirohia, whakaritea, me te whakatinana i roto i ētahi pāwhiri torutoru - he tīmatanga tūturu, kaua ki te rapu taonga [1].
3) Kaihanga Ākena - mō ngā mahi aunoa pono 🤝
I te whanaketanga o ngā kaihoko mai i ngā whakaaturanga ki te mahi tūturu, me hiahia koe ki ngā taputapu, ki te whakatūturu, me te whakarite. Ka whakaratohia e Agent Builder ngā tūāpapa (ngā Wāhanga, te Pēke Mahara, ngā taputapu kua hangaia, ngā aromatawai) kia kore ai e hinga ngā wheako maha-kaihoko i raro i te raruraru o te ao tūturu [2].
4) Ngā paipa - nā te mea ka mahi anō koe i a koe anō 🔁
Whakaaunoatia ngā rerengamahi ML me te gen-AI me te kaiwhakahaere tūmau-kore. Tautokohia te aroturuki i ngā taonga tuku iho me ngā oma ka taea te whakaputa anō - whakaarohia he CI mō ō tauira [1].
5) Papamahi - ngā pukatuhi whakahaeretia me te kore heu yak 📓
Whakawhanakehia ngā taiao JupyterLab haumaru me te urunga ngāwari ki BigQuery, Cloud Storage, me ētahi atu. He whai hua mō te tūhura, te hangarau āhuatanga, me ngā whakamātautau whakahaere [1].
6) Rēhita Tauira - putanga e mau tonu ana 🗃️
Aroturuki i ngā tauira, ngā putanga, te whakapapa, me te whakatinana tika ki ngā pito mutunga. Mā te rēhita ka iti ake te ngohengohe o ngā tuku ki te hangarau [1].
7) Rapunga Wetereo - RAG kāore e pōturi 🧭
Whakatairangahia te kimi tikanga mā te hanganga whakaputa a Google - he mea whai hua mō te kōrerorero, te rapu tikanga, me ngā taunakitanga ina kitea te whakaroa e te kaiwhakamahi [3].
8) Toa Āhuatanga - kia mau tonu a BigQuery hei puna o te pono 🗂️
Whakahaerehia, ā, tūhonohia hoki ngā āhuatanga ki te ipurangi mai i ngā raraunga kei roto i te BigQuery. He iti ake te tārua, he iti ake ngā mahi tukutahi, he nui ake te tika [4].
9) Aroturuki Tauira - whakawhirinaki, engari manatoko 📈
Whakaritea ngā arowhai nekehanga, whakatūpato, me te aroturuki i te kounga o te whakaputanga. Ina huri te waka i te meneti, ka hiahia koe ki tēnei [1].
Te āhua o tōna urunga ki roto i tō puranga raraunga 🧵
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BigQuery - whakangungua ngā raraunga ki reira, panaia ngā matapae puranga ki ngā ripanga, ka whakawhiti i ngā matapae ki ngā tātaritanga, ki te whakahohenga rānei i raro iho [1][4].
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Rokiroki Kapua - penapena huinga raraunga, taonga tuku iho, me ngā putanga tauira me te kore e hanga anō i tētahi paparanga pūwero [1].
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Rerenga Raraunga me ngā hoa - whakahaere i te tukatuka raraunga whakahaeretia i roto i ngā paipa mō te tukatuka i mua, te whakarei ake, te whakatau roma rānei [1].
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Ngā Pūtake, Ngā Pūtake Puranga rānei - whakatūria ngā pūtake wā-tūturu mō ngā taupānga me ngā kaihoko, whakahaere rānei i ngā mahi pūtake hei tatau i ngā ripanga katoa - tera pea ka whakamahia e koe ngā mea e rua [1].
Ngā whakamahinga noa e tau ana 🎯
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Kōrerorero, ngā kaiurungi-ā-ringa, me ngā ākena - me te whakapūmau i ō raraunga, te whakamahinga o ngā taputapu, me ngā rerenga maha-taahiraa. Kua hangaia te Agent Builder mō te pono, ehara i te mea hou noa iho [2].
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RAG me te rapunga tikanga - whakakotahi i te Rapunga Vector me te Gemini hei whakautu i ngā pātai mā te whakamahi i ō ihirangi rangatira. He mea nui ake te tere i tā tātou e whakaaro nei [3].
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ML Matapae - whakangungu i ngā tauira ripanga, tauira whakaahua rānei, whakatinanahia ki tētahi pito, aroturuki i te nekenekehanga, whakangungu anō me ngā paipa ina whitihia ngā paepae. He mea tawhito, engari he mea nui [1].
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Whakahohenga tātaritanga - tuhia ngā matapae ki BigQuery, hangaia he hunga whakarongo, me te whāngai i ngā kaupapa whakatairanga, i ngā whakataunga hua rānei. He huringa pai ina tūtaki te hokohoko ki te pūtaiao raraunga [1][4].
Ripanga whakatairite - Vertex AI me ngā momo rongonui 📊
He tirohanga poto. He whakaaro noa iho. Kia maumahara he rerekē ngā āheinga me ngā utu tuturu i runga i te ratonga me te rohe.
| Papaaho | Te hunga whakarongo pai rawa atu | He aha i mahi ai |
|---|---|---|
| Vertex AI | Ngā tīma i runga i te Google Cloud, te ranunga gen-AI + ML | Te whare wānanga kotahi, ngā paipa, te rēhita, te rapu vector, me ngā hononga kaha ki a BigQuery [1]. |
| AWS SageMaker | Ngā whakahaere AWS-tuatahi e hiahia ana ki ngā taputapu ML hōhonu | Ratonga ML pakari, huringa-katoa me ngā kōwhiringa whakangungu me te whakatinanatanga whānui. |
| Azure ML | Hangarau Hangarau Hinonga e hangai ana ki a Microsoft | Te huringa ora o te ML kua whakauruhia, te atanga kaiwhakamahi kaihoahoa, me te whakahaere i runga i te Azure. |
| Databricks ML | Ngā tīma o Lakehouse, he nui ngā rerenga pukapuka | Ngā rerengamahi raraunga taketake pakari me ngā āheinga whakaputa ML. |
Āe, he koretake te āhua o te kīanga - he pērā tonu i ētahi wā ngā ripanga tūturu.
Ngā utu i te reo Pākehā māmā 💸
E toru ngā mea e utua ana e koe:
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Te whakamahinga tauira mō ngā waeatanga whakaputa - te utu e ai ki te kawenga mahi me te akomanga whakamahinga.
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Tātaitia mō ngā mahi whakangungu ritenga me te whakahāngai.
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E mahi ana mō ngā pūwāhi ipurangi, mō ngā mahi puranga rānei.
Mō ngā tau tika me ngā huringa hou, tirohia ngā whārangi utu mana mō Vertex AI me āna tuku whakaputa. Tohutohu ka mihi atu koe ki a koe anō mō muri mai: arotakehia ngā kōwhiringa whakarato me ngā kuota mō te Studio vs ngā pito mutunga whakaputa i mua i te tuku i tētahi mea taumaha [1][5].
Te haumarutanga, te whakahaere, me te AI kawenga 🛡️
Mā te Vertex AI ka whakaratohia he aratohu me ngā taputapu haumaru AI kawenga, tae atu ki ngā ara whirihoranga hei whakatutuki i te korenga o te pupuri raraunga mō ētahi kawenga mahi whakaputa (hei tauira, mā te whakakore i te pupuri raraunga me te kōwhiri kia kaua e uru ki ngā rangitaki motuhake mēnā e tika ana) [5]. Honoa tēnei ki te urunga mahi, te whatunga tūmataiti, me ngā rangitaki arotake mō ngā hanganga e pai ana ki te tutuki i ngā ture [1].
Ina tino tika te Vertex AI - ā, ina nui rawa atu 🧠
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He tino pai mēnā e hiahia ana koe ki tētahi taiao mō te gen-AI me te ML, he whakaurunga BigQuery piripono, me tētahi ara whakaputa e uru ana ki ngā pipeline, te rēhita, me te aroturuki. Mēnā kei roto i tō rōpū te pūtaiao raraunga me te hangarau tono, ka āwhina te mata tiritahi.
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He nui rawa te mahi mēnā he waea tauira māmā noa iho, he tauira kotahi-kaupapa rānei e kore e hiahiatia he whakahaere, he whakangungu anō, he aroturuki rānei. I aua wā, he nui pea he mata API māmā ake mō nāianei.
Kia pono tātou: ko te nuinga o ngā tauira ka mate, ka tupu rānei he niho. Ko te Vertex AI te kaiwhakahaere o te keehi tuarua.
Tīmatanga tere - te whakamātautau reka 10-meneti ⏱️
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Whakatuwheratia te Vertex AI Studio hei hanga tauira me te tiaki i ētahi tohutohu e pai ana ki a koe. Whakamātauria te whakamahi i ō tuhinga me ō whakaahua tūturu [1].
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Honoa tō tohutoro pai ki roto i tētahi taupānga iti, i tētahi pukatuhi rānei mai i Workbench . He ātaahua, he ātaahua hoki [1].
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Rēhitahia te tauira tautoko, te rawa kua whakatikahia rānei o te taupānga ki roto i te Rēhita Tauira kia kore ai koe e makamaka noa i ngā taonga kāore i te ingoa [1].
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Waihangahia he Paipa e utaina ana ngā raraunga, e arotake ana i ngā putanga, ā, e whakatinana ana i tētahi putanga hou i muri i tētahi ingoa kē. He pai ake te auautanga i te mahi toa [1].
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Tāpirihia te Aroturuki hei hopu i te rere o te kōrero, me te whakatakoto i ngā whakatūpato taketake. Mā tō ake wairua ā muri ake nei koe e hoko kawhe māu mō tēnei [1].
He kōwhiringa engari he atamai: ki te mea he rapu, he kōrerorero rānei tō whakamahinga, tāpirihia te Rapu Wetereo me te whakapūmau i te rā tuatahi. Koinei te rerekētanga i waenga i te pai me te whai hua whakamiharo [3].
He aha te Google Vertex AI? - te putanga poto 🧾
He aha te Google Vertex AI? Ko te tūāpapa katoa-i-te-kotahi a Google Cloud hei hoahoa, hei whakatinana, hei whakahaere hoki i ngā pūnaha AI - mai i te tere ki te whakaputa - me ngā taputapu kua hangaia mō ngā kaihoko, ngā paipa, te rapu vector, ngā pukatuhi, ngā rēhita, me te aroturuki. He whakaaro kua whakaritea i roto i ngā huarahi hei āwhina i ngā tīma ki te tuku [1].
He tirohanga poto ki ngā huarahi kē atu - te whiriwhiri i te ara tika 🛣️
Mena kua hohonu kē koe ki te AWS, ka rite a SageMaker a Azure ML . Mena kei roto i ngā pona me ngā whare roto tō tīma, te Databricks ML . Kāore tētahi o ēnei e hē - ko tō kaha raraunga me ngā whakaritenga whakahaere te mea e whakatau ana.
Ngā Pātai Auau - ahi tere 🧨
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Mō te AI whakaputa anake te Vertex AI? Ka hipokina hoki e No-Vertex AI te whakangungu ML matarohia me te mahi tahi me ngā āhuatanga MLOps mō ngā kaipūtaiao raraunga me ngā miihini ML [1].
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Ka taea e au te pupuri i a BigQuery hei toa matua māku? Āe - whakamahia te Toa Āhuahira hei pupuri i ngā raraunga āhuatanga i roto i a BigQuery me te tuku atu ki te ipurangi me te kore e tārua i tētahi toa tuimotu [4].
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He āwhina a Vertex AI ki te RAG? Kua hangaia te Yes-Vector Search mōna, ā, ka hono atu ki te toenga o te puranga [3].
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Me pēhea taku whakahaere i ngā utu? Tīmatahia mā te iti, inehia, ka arotakehia ngā toha/whakarato me ngā utu mō ia mahi i mua i te whakawhanui [1][5].
Ngā Tohutoro
[1] Google Cloud - Whakataki ki te Vertex AI (Tirohanga whānui o te tūāpapa whakakotahi) - pānuihia atu
[2] Google Cloud - Tirohanga whānui mō te Vertex AI Agent Builder - pānuihia atu
[3] Google Cloud - Whakamahia te Vertex AI Vector Search me te Vertex AI RAG Engine - pānuihia atu
[4] Google Cloud - He kupu whakataki ki te whakahaere āhuatanga i roto i te Vertex AI - pānuihia atu
[5] Google Cloud - Te pupuri raraunga kiritaki me te pupuri raraunga kore i roto i te Vertex AI - pānuihia atu