Yog li - koj tau ntaus "Vertex AI yog dab tsi?" rau hauv ib qho chaw tshawb nrhiav (lossis tej zaum hais nws rau koj lub hais lus ntse), thiab tam sim no koj nyob ntawm no. Zoo meej. Cia peb qhib nws yam tsis muaj qhov fluff tab sis nrog qhov tseeb tiag tiag uas nws ua rau muaj kev nkag siab.
Thaum yooj yim tshaj plaws, Vertex AI yog Google Cloud lub platform rau kev tsim, kev cob qhia, kev xa tawm, thiab kev tswj hwm cov qauv kev kawm tshuab . Tab sis cov lus piav qhia ntawd tsis yog qhov khawb ntawm qhov chaw. Nws tsis yog ib qho cuab yeej tab sis yog ib qho ecosystem , tsim rau cov neeg uas xav tau hloov ntawm lub tswv yim - "cia peb ua qhov no" - mus rau qib tsim khoom, saib xyuas, thiab piav qhia tau AI pipeline. Thiab ceev.
Cov ntawv uas koj yuav nyiam nyeem tom qab qhov no:
🔗 Cov Cuab Yeej Siv AI Cloud Business Management Platform Zoo Tshaj Plaws - Xaiv Ib Pawg
Tshawb nrhiav cov platforms huab uas siv AI ua tus thawj coj uas ua kom cov haujlwm yooj yim dua, nthuav dav kev loj hlob, thiab ua kom yooj yim rau kev tswj hwm.
🔗 Yuav tsum muaj cov thev naus laus zis twg thiaj li siv tau cov cuab yeej loj generative AI rau kev lag luam?
Kev piav qhia txog cov hauv paus tseem ceeb thiab cov cuab yeej xav tau los txhawb kev siv cov cuab yeej generative AI loj.
🔗 RunPod AI Cloud Hosting - Qhov Kev Xaiv Zoo Tshaj Plaws rau AI Workloads
Nrhiav seb vim li cas RunPod thiaj li tshwm sim los ua qhov chaw rau cov neeg tsim khoom khiav cov haujlwm AI hnyav kom zoo.
🧠 Yog li... Vertex AI yog
Nov yog qhov version tsis yog kev lag luam: Vertex AI coj tag nrho Google Cloud cov cuab yeej AI ua ke rau hauv ib qho chaw , yog li koj tsis tas yuav dhia ntawm cov kev pabcuam lossis sib sau ua ke cov ntawv sau thiab phau ntawv sau thoob plaws plaub lub dashboards.
Tsim tawm xyoo 2021 los ua kev sib koom ua ke ntawm cov cuab yeej xws li AutoML thiab AI Platform, Vertex AI muab rau koj ob qho tib si low-code interfaces (xws li drag-and-drop AutoML model builders) thiab hardcore developer tools (xws li hosted Jupyter notebooks, Docker-based training jobs, thiab custom pipeline orchestration).
Hauv ntej: Nws yog txhua yam koj xav tau los tsim cov khoom ntse nrog cov ntaub ntawv - tsis suav nrog cov lej nplaum thiab cov khoom siv hauv paus.
🔧 Koj Ua Tau Dab Tsi Tiag Nrog Vertex AI?
Qhov no yog qhov uas tej yam yuav nthuav - lossis ua rau koj ntxhov siab, nyob ntawm seb koj haus caffeine ntau npaum li cas. Vertex AI cia koj:
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Qhia cov qauv kev cai nrog cov frameworks xws li TensorFlow, PyTorch, XGBoost, thiab Scikit-learn.
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Siv AutoML los tsim cov qauv los ntawm cov ntaub ntawv tabular, cov duab, cov ntawv nyeem, lossis cov yeeb yaj kiab yam tsis tas sau ib kab code.
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Tswj cov APIs tiag tiag rau kev kwv yees, ua tiav nrog kev ntsuas qhov loj me thiab kev saib xyuas.
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Tso cov haujlwm kwv yees ua ke kom tau qhab nia ntau lab kab ib zaug.
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Saib xyuas qhov sib txawv ntawm tus qauv , kev ntsuas kev ua tau zoo, thiab cov yam ntxwv tsis zoo nrog cov dashboards uas ua rau hauv.
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Khiav cov kav dej uas ua kom rov qhia dua, sim, thiab rov xa mus rau lwm tus thaum koj cov ntaub ntawv hloov zuj zus.
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Txuas ncaj qha rau BigQuery , Dataproc , thiab Looker , yog li koj cov kev tshuaj xyuas thiab AI tuaj yeem sib koom lub hlwb.
🔍 Rooj: Vertex AI Cov Nta (Sau luv luv nrog Cov Lus Qhia Txog Semi-Usable)
| 🧩 Feature | Nws Ua Dab Tsi | Vim Li Cas Nws Thiaj Muaj Peev Xwm (Ncaj Ncees) |
|---|---|---|
| AutoML | Tsim cov qauv los ntawm koj cov ntaub ntawv nrog xoom code. | Zoo heev rau cov neeg tsis yog coders lossis rau MVPs ceev. |
| Kev Kawm Tshwj Xeeb | Sau koj tus kheej cov qauv logic siv Jupyter thiab cov thawv. | Kev ywj pheej siab tshaj plaws, tab sis coj koj tus kheej debugger. |
| Cov kav dej | Ua kom cov kauj ruam xws li kev ua ntej - kev cob qhia - kev xa tawm. | Tsawg dua kev ua si tes, tsawg dua "tos, peb puas tau rov qhia dua?" lub sijhawm. |
| Cov Kev Pab Txog Kev Kwv Yees | Tso cov qauv nrog ib qho nias. Lub sijhawm tiag tiag lossis ua ib pawg. | Tau txais cov qauv rau hauv cov apps yam tsis muaj cov neeg saib xyuas menyuam yaus. |
| Kev Saib Xyuas Qauv | Teev yog tias koj tus qauv pib muab cov lus teb tsis raug. | Koj tus AI yuav tsis lwj ntsiag to thaum tsis muaj leej twg saib. |
| Lub Khw Muag Khoom Tshwj Xeeb | Tswj thiab rov siv koj cov yam ntxwv ML thoob plaws cov qauv. | Zam kev ntxhov siab ntawm Excel-sheet-level nrog cov ntaub ntawv kev cob qhia. |
| Cov Cuab Yeej AI Piav Qhia Tau | Qhia vim li cas tus qauv thiaj li txiav txim siab (zoo li). | Cov kub tswj hwm, tshwj xeeb tshaj yog hauv kev nyiaj txiag lossis kev kho mob. |
📈 Leej twg siv Vertex AI?
Vertex AI tsis yog rau cov kws ua haujlwm ML hauv Silicon Valley xwb. Nws siv thoob ntiaj teb, thoob plaws cov lag luam:
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muag khoom siv nws los kwv yees qhov xav tau, kho tus nqi, thiab kho cov lus pom zoo.
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Cov tsev txhab nyiaj siv nws rau kev tshawb nrhiav kev dag ntxias, kev ntsuas credit, thiab kev tshuaj xyuas kev xav ntawm cov neeg siv khoom cov lus tawm tswv yim.
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Cov koom haum kho mob pub nws cov duab radiology thiab keeb kwm neeg mob los tsim cov qauv kwv yees (HIPAA ua raws li, los ntawm txoj kev).
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Cov pab pawg tsim khoom siv kev tshawb nrhiav qhov tsis zoo ntawm cov ntaub ntawv sensor los kwv yees qhov ua tsis tiav ntawm lub tshuab ua ntej nws tshwm sim.
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Cov lag luam tshiab uas tsis muaj pab pawg ua haujlwm ML tshwj xeeb siv AutoML los ua cov qauv tsim tawm - sai.
Thiab yog, Google nws tus kheej siv tib lub hauv paus rau YouTube, Tshawb Nrhiav, thiab Tshaj Tawm - yog li qhov ntsuas yog nyob ntawd.
💰 Vertex AI Tus Nqi Ua Haujlwm Li Cas?
Google Cloud tshaj tawm Vertex AI siv ntau yam - thiab thaum nws tuaj yeem nyuaj, cov hauv paus mus zoo li no:
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Kev Kawm Qauv : Them los ntawm hom kev suav (CPU, GPU, TPU) thiab lub sijhawm siv.
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Kev Kwv Yees : Koj them rau txhua 1,000 qhov kev kwv yees lossis ib ob ntawm kev suav.
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AutoML : Tus nqi suav nrog lub sijhawm cob qhia qauv, kev khaws cia, thiab lub sijhawm xa tawm.
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Kev Ua Haujlwm ntawm Cov Kav Dej : Tus nqi raws li lub sijhawm ua haujlwm thiab kev siv VM.
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Cov Ntawv Sau : Them nqi los ntawm hom tshuab thiab lub sijhawm khiav.
🧠 Lub Tswv Yim Zoo: Cov nqi sib txawv ntawm thaj chaw, thiab cov piv txwv uas tau ua ntej (aka qhov chaw) pheej yig dua yog tias koj tsis mloog zoo rau kev cuam tshuam.
🌐 Vim li cas cov neeg tsim khoom thiab cov kws tshawb fawb txog cov ntaub ntawv thiaj li nyiam Vertex AI
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Koj tsis tas yuav saib xyuas Kubernetes clusters (tshwj tsis yog koj xav tau).
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Nws txhawb nqa cov tsev qiv ntawv ML qhib-qhov chaw es tsis txhob xauv koj rau hauv qee qhov DSL tshwj xeeb.
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Koj tuaj yeem hloov ntawm hom tsis muaj code thiab hom puv code raws li leej twg tab tom tsim.
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Muaj kev sib xyaw ua ke ntawm kev sau cav, kev teeb tsa versioning, qauv kab, thiab kev txhawb nqa rov qab.
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Nws muaj cov cuab yeej MLOps tiag tiag - tsis yog cov haujlwm cron uas tau muab kaw ua duct.
Tsis tas li ntawd xwb: lub UI huv dua li koj xav. Tseem yog ib yam khoom Google, yog li cia siab tias yuav muaj vaj huam sib luag teeb tsa uas ua rau muaj vaj huam sib luag teeb tsa sib txawv.
Vertex AI yog dab tsi?
Vertex AI yog Google Cloud lub platform AI sib koom ua ke rau kev hloov cov ntaub ntawv mus ua kev kwv yees, nrog rau cov cuab yeej uas txhawb nqa cov pib tshiab thiab cov kws tshaj lij. Nws tau tsim los ua kom kev tsim kho ML tsis yog tsuas yog scalable, tab sis tiag tiag tswj tau - los ntawm kev cob qhia koj thawj tus qauv mus rau kev saib xyuas nws hauv kev tsim khoom rau lub hlis tom qab.
Yog tias koj tab tom tsim cov yam ntxwv AI rau hauv cov apps, dashboards, cov cuab yeej sab hauv, lossis txhua yam uas kawm tau - Vertex AI tej zaum yog qhov chaw huv tshaj plaws los ua nws.