Rero - wanditse "Vertex AI ni iki?" mu mwanya wo gushakisha (cyangwa wenda wayishyize mu ijwi rituje kuri speaker yawe y'ubwenge), none ubu uri hano. Ni byiza cyane. Reka tubisobanure nta kibazo ariko dufite uburyo bworoshye bwo kubikora ku buryo byumvikana.
Mu buryo bworoshye, Vertex AI ni urubuga rwa Google Cloud rwo kubaka, guhugura, gushyira mu bikorwa, no gucunga moderi zo kwigira imashini . Ariko iyo nyito ntabwo igaragara neza. Ntabwo ari igikoresho ahubwo ni urwego rw'ibidukikije , rwagenewe abantu bakeneye kuva ku gitekerezo - "reka tubikore mu buryo bwikora" - tujye ku muyoboro wa AI upima umusaruro, ukurikiranwa kandi usobanuka. Kandi vuba.
Ingingo ushobora gukunda gusoma nyuma y'iyi:
🔗 Ibikoresho bya Platforme by'Ubucuruzi bya AI bya Cloud - Hitamo itsinda.
Suzuma platforme zikomeye zikoresha AI zoroshya imikorere, zikongera iterambere, kandi zoroshya imicungire.
🔗 Ni ubuhe ikoranabuhanga bugomba gukoreshwa kugira ngo hakoreshwezwe ubuhanga bunini bwo gukora imbuga za gihanga (AI) mu bucuruzi?
Isesengura ry'ibikorwa remezo by'ingenzi n'ibikoresho bikenewe kugira ngo hashyigikirwe uburyo bwo gukora imbuga za gihanga zikora ku rwego rwo hejuru.
🔗 RunPod AI Cloud Hosting - Amahitamo meza ku mirimo ya AI
Menya impamvu RunPod iri kugaragara nk'ibikorwa remezo bikoreshwa n'abakora porogaramu bakora imirimo iremereye ya AI neza.
🧠 None se... Vertex AI ni
Dore verisiyo idakoreshwa mu kwamamaza: Vertex AI ihuza ibikoresho byose bya Google Cloud bya AI ahantu hamwe , bityo ntugomba kunyura hagati ya serivisi cyangwa guhuza inyandiko n'amakaye mu dusanduku tune.
Yatangijwe mu 2021 nk'uburyo bwo guhuza ibikoresho nka AutoML na AI Platform, Vertex AI iguha uburyo bwo guhuza porogaramu zo hasi (nk'abakora porogaramu za AutoML zo gukurura no kuzijugunya) n'ibikoresho bikomeye by'abakora porogaramu (nk'amakaye ya Jupyter, akazi ko guhugura gashingiye kuri Docker, no gutunganya imiyoboro yihariye).
Muri make: Ni byo ukeneye byose kugira ngo wubake ibintu by'ubwenge ukoresheje amakuru - hatarimo kole ya kole n'ibikorwa remezo.
🔧 Ni iki mu by'ukuri wakora ukoresheje Vertex AI?
Aha niho ibintu birushaho kuba bishimishije - cyangwa bikanganye, bitewe n'uko unywa kafeyine. Vertex AI igufasha:
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Toza moderi zihariye ukoresheje framework nka TensorFlow, PyTorch, XGBoost, na Scikit-learn.
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Koresha AutoML kugira ngo ukore moderi ukoresheje amakuru y’imbonerahamwe, amashusho, inyandiko, cyangwa videwo udakoresheje umurongo wa kode.
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Fata API z'igihe nyacyo kugira ngo ubone ibiteganyijwe, zirimo no gupima no gukurikirana ibintu.
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Shyiraho imirimo yo guhanura abantu benshi kugira ngo ubone amanota menshi icyarimwe.
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Kugenzura uburyo bwo guhindagurika kw'icyitegererezo , ibipimo by'imikorere, n'ibindi bidasanzwe ukoresheje utubati twubatswemo.
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Koresha imiyoboro ikora ku buryo bwikora imyitozo yo kongera guhugura, igerageza, no kongera gukoresha amakuru uko amakuru yawe agenda ahinduka.
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Huza neza kuri BigQuery , Dataproc , na Looker , kugira ngo isesengura ryawe na AI bishobore gusangira ubwonko.
🔍 Imbonerahamwe: Ibiranga Vertex AI (Byashyizwe mu ncamake hamwe n'ibisobanuro by'ingirakamaro)
| 🧩 Ikiranga | Icyo Ikora | Impamvu ari ingirakamaro (Mu by'ukuri) |
|---|---|---|
| AutoML | Hubaka moderi uhereye ku makuru yawe ukoresheje kode ya zeru. | Ni byiza ku batari abakora porogaramu za kode cyangwa ku bakinnyi ba MVP bihuta. |
| Amahugurwa yihariye | Andika uburyo bwawe bwite bwo gukoresha Jupyter n'ibikoresho. | Ubworoherane bwinshi, ariko uzane igikoresho cyawe cyo gukemura ibibazo. |
| Imiyoboro y'amazi | Hindura intambwe nko gutegura mbere y'uko ibintu bitangira - guhugura - gushyiraho. | Gukoresha intoki bike, igihe gito cyo "gutegereza, twongeye kwitoza?". |
| Serivisi zo Guhanura | Shyiraho moderi ukoresheje gukanda rimwe. Mu gihe nyacyo cyangwa mu itsinda. | Ishyira moderi muri porogaramu zidafite seriveri zo kurera abana. |
| Gukurikirana icyitegererezo | Ikurikirana niba moderi yawe itangiye gutanga ibisubizo by'imyanda. | AI yawe ntabwo izabora bucece nta muntu ukureba. |
| Iduka ry'Ibiranga | Icunga kandi ikongera gukoresha imikorere ya ML yawe mu buryo butandukanye. | Yirinda akajagari ko ku rwego rwa Excel mu bijyanye n'amakuru ajyanye n'amahugurwa. |
| Ibikoresho bya AI Bisobanuwe | Igaragaza impamvu umuntu w’icyitegererezo yafashe icyemezo (cyangwa). | Zahabu igenzurwa n'amategeko, cyane cyane mu by'imari cyangwa ubuvuzi. |
📈 Ni nde ukoresha Vertex AI?
Vertex AI si iy'abahanga ba Silicon Valley ML gusa. Ikoreshwa ku isi hose, mu nzego zitandukanye:
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by'ubucuruzi biyikoresha mu guteganya ibyo isaba, guhindura ibiciro, no kugena uko ibyifuzo bitangwa.
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Amabanki ayikoresha mu gushakisha uburiganya, gutanga amanota ku nguzanyo, no gusesengura ibitekerezo by'abakiriya.
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Ibigo byita ku buzima biyiha amashusho ya radiyoloji n'amateka y'abarwayi kugira ngo yubake icyitegererezo cyo guhanura (byumvikane, hakurikijwe HIPAA).
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Amatsinda y’inganda akora ubushakashatsi ku bintu bidasanzwe ku makuru ya sensor kugira ngo amenye neza ko imashini yangiritse mbere yuko biba.
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Amasosiyete mashya adafite amashami yihariye ya ML akoresha AutoML kugira ngo ashyireho prototypes zikora vuba.
Kandi yego, Google ubwayo ikoresha ibikorwa remezo bimwe kuri YouTube, Search, na Ads - bityo ingano irahari.
💰 Ibiciro bya Vertex AI bikora bite?
Google Cloud yishyuza Vertex AI ikoreshwa mu buryo butandukanye - kandi nubwo bishobora kugorana, ibintu by'ibanze bigenda gutya:
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Amahugurwa y'icyitegererezo : Akoreshwa hakurikijwe ubwoko bwa mudasobwa (CPU, GPU, TPU) n'igihe cyakoreshejwe.
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Ibiteganyijwe : Wishyura kuri buri 1.000 byateganyijwe cyangwa kuri buri segonda ry'ibarura.
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AutoML : Ibiciro birimo igihe cyo guhugura icyitegererezo, ububiko, n'igihe cyo gushyira mu bikorwa.
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Ikoreshwa ry'imiyoboro : Igiciro gishingiye ku gihe cy'intambwe n'ikoreshwa rya VM.
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Amakaye : Atangwa hakurikijwe ubwoko bw'imashini n'igihe cyo kuyikoresha.
🧠 Inama y'ingirakamaro: Ibiciro biratandukanye bitewe n'uturere, kandi ibiciro bya mbere (byitwa ahantu runaka) birahendutse cyane niba utitaye ku kubangamira.
🌐 Impamvu abakora porogaramu n'abahanga mu bya siyansi bakunda Vertex AI
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Ntabwo ukeneye kwita ku matsinda ya Kubernetes (keretse niba ubyifuza).
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Ishyigikira amasomero ya ML afunguye aho kugufungira muri DSL yihariye.
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Ushobora guhinduranya hagati y’uburyo bwo kudakoresha kode (no-code) n’uburyo bwo gukoresha kode yuzuye bitewe n’uko umuntu ari kubaka.
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Hari uburyo bwo gushyira mu bikorwa ububiko bw’amakuru, guhindura inyandiko, imiterere y’amakuru, n’uburyo bwo gusubiza inyuma amakuru.
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Ifite ibikoresho nyabyo bya MLOps - ntabwo ifite akazi ka cron gakozwe mu miyoboro.
Nanone: UI irasukuye kurusha uko wabyitega. Ariko, ni ibicuruzwa bya Google, bityo rero tegereza ko habaho igenamiterere rimwe na rimwe rijyana ku igenamiterere ritandukanye.
🧾 Vertex AI ni iki?
Vertex AI ni urubuga rwa Google Cloud ruhuza AI rwo guhindura amakuru mo ibihanurwa, rufite ibikoresho bifasha abatangira ndetse n'inzobere. Yagenewe gutuma iterambere rya ML ritagera ku rwego rwo hejuru gusa, ahubwo rikanakorwa neza - kuva ku gutoza moderi yawe ya mbere kugeza ku kuyikurikirana mu gihe cyo kuyikora nyuma y'amezi atandatu.
Niba urimo kubaka imikorere ya AI muri porogaramu, dashboards, ibikoresho by'imbere, cyangwa ikindi kintu cyose wize - Vertex AI ishobora kuba ari ahantu heza cyane ho kubikora kuva ku mpera kugeza ku mpera.