google vertex ai yog dab tsi?

Google Vertex AI yog dab tsi?

Yog tias koj tau tshawb nrhiav cov cuab yeej AI thiab xav paub tias qhov kev ua khawv koob tiag tiag tshwm sim qhov twg - txij li kev kho kom sai mus rau kev tsim khoom nrog kev saib xyuas - qhov no yog qhov koj hnov ​​​​​​txog. Google's Vertex AI muab cov chaw ua si qauv, MLOps, kev sib txuas cov ntaub ntawv, thiab kev tshawb nrhiav vector ua ke rau hauv ib qho chaw, qib lag luam. Pib scrappy, tom qab ntawd scale. Nws tsis tshua muaj ob qho tib si nyob rau hauv ib lub ru tsev.

Hauv qab no yog kev ncig xyuas yooj yim. Peb yuav teb cov lus nug yooj yim - Google Vertex AI yog dab tsi? -thiab tseem qhia tias nws haum rau koj lub pawg li cas, yuav sim ua dab tsi ua ntej, tus nqi coj li cas, thiab thaum twg lwm txoj hauv kev ua rau muaj kev nkag siab ntau dua. Khi koj lub xub pwg. Muaj ntau yam ntawm no, tab sis txoj kev yooj yim dua li nws zoo li. 🙂

Cov ntawv uas koj yuav nyiam nyeem tom qab qhov no:

🔗 Tus kws qhia AI yog dab tsi
Piav qhia txog yuav ua li cas cov kws qhia AI txhim kho cov qauv los ntawm kev tawm tswv yim ntawm tib neeg thiab kev sau npe.

🔗 AI arbitrage yog dab tsi: Qhov tseeb tom qab lo lus buzzword
Rhuav tshem AI arbitrage, nws cov qauv lag luam, thiab cov teeb meem hauv kev ua lag luam.

🔗 Dab tsi yog symbolic AI: Txhua yam koj yuav tsum paub
Npog cov kev xav raws li kev xav ntawm AI thiab nws txawv li cas ntawm kev kawm tshuab.

🔗 Cov lus programming twg siv rau AI
Piv Python, R, thiab lwm yam lus rau kev tsim kho thiab kev tshawb fawb AI.

🔗 AI yog dab tsi ua ib qho kev pabcuam
Piav qhia txog AIaaS platforms, cov txiaj ntsig, thiab yuav ua li cas cov lag luam siv cov cuab yeej AI raws li huab.

Google Vertex AI yog dab tsi? 🚀

Google Vertex AI yog ib lub platform uas tswj hwm tag nrho, koom ua ke ntawm Google Cloud rau kev tsim, kev sim, kev xa tawm, thiab kev tswj hwm cov kab ke AI-npog ob qho tib si ML qub thiab AI niaj hnub. Nws muab cov qauv studio, cov cuab yeej sawv cev, cov kav dej, cov ntawv sau, cov npe sau npe, kev saib xyuas, kev tshawb nrhiav vector, thiab kev sib koom ua ke nrog Google Cloud cov kev pabcuam cov ntaub ntawv [1].

Hais yooj yim xwb: nws yog qhov chaw uas koj tsim qauv nrog cov qauv hauv paus, kho lawv, xa mus rau qhov kawg kom ruaj ntseg, ua kom cov kav dej ua haujlwm tau zoo, thiab ua kom txhua yam saib xyuas thiab tswj hwm. Qhov tseem ceeb, nws ua qhov no hauv ib qho chaw - uas tseem ceeb dua li nws zoo li hnub ib [1].

Tus qauv ceev ceev hauv lub ntiaj teb tiag tiag: Cov pab pawg feem ntau kos cov lus qhia hauv Studio, txuas ib phau ntawv sau me me los sim I / O piv rau cov ntaub ntawv tiag tiag, tom qab ntawd txhawb cov khoom muaj nqis ntawd rau hauv tus qauv sau npe, qhov kawg, thiab cov kav dej yooj yim. Lub lim tiam thib ob feem ntau yog kev saib xyuas thiab ceeb toom. Lub ntsiab lus tsis yog heroics - nws yog rov ua dua.

Dab tsi ua rau Google Vertex AI zoo kawg ✅

  • Ib lub ru tsev rau lub neej voj voog - qauv hauv studio, sau npe cov qauv, xa tawm rau ntau qhov lossis lub sijhawm tiag tiag, tom qab ntawd saib xyuas kev hloov pauv thiab teeb meem. Cov lej nplaum tsawg dua. Cov tabs tsawg dua. Pw tsaug zog ntau dua [1].

  • Qauv Vaj + Gemini qauv - nrhiav, kho kom haum, thiab xa cov qauv los ntawm Google thiab cov neeg koom tes, suav nrog tsev neeg Gemini tshiab kawg, rau cov ntawv nyeem thiab ntau hom haujlwm [1].

  • Tus Neeg Sawv Cev Tsim - tsim cov neeg sawv cev uas tsom mus rau txoj haujlwm, ntau kauj ruam uas tuaj yeem tswj cov cuab yeej thiab cov ntaub ntawv nrog kev txhawb nqa kev ntsuam xyuas thiab lub sijhawm khiav tswj hwm [2].

  • Cov kav dej rau kev ntseeg tau - kev sib koom ua ke tsis muaj server rau kev cob qhia rov ua dua, kev ntsuam xyuas, kev kho, thiab kev xa tawm. Koj yuav ua tsaug rau koj tus kheej thaum qhov kev cob qhia thib peb rov qab los [1].

  • Kev Tshawb Nrhiav Vector ntawm qhov ntsuas - kev tshawb nrhiav vector siab, qis-latency rau RAG, cov lus pom zoo, thiab kev tshawb nrhiav semantic, ua rau ntawm Google cov khoom siv qib tsim khoom [3].

  • Kev tswj hwm cov yam ntxwv nrog BigQuery - tswj koj cov ntaub ntawv cov yam ntxwv hauv BigQuery thiab muab cov yam ntxwv online ntawm Vertex AI Feature Store yam tsis muaj kev theej lub khw offline [4].

  • Cov ntawv sau ua haujlwm - tswj hwm Jupyter ib puag ncig txuas rau Google Cloud cov kev pabcuam (BigQuery, Cloud Storage, thiab lwm yam) [1].

  • Cov kev xaiv AI uas muaj lub luag haujlwm - cov cuab yeej kev nyab xeeb ntxiv rau xoom-cov ntaub ntawv-khaws cia (thaum teeb tsa kom tsim nyog) rau cov haujlwm tsim khoom [5].

Cov khoom tseem ceeb uas koj yuav kov tau tiag tiag 🧩

1) Vertex AI Studio - qhov chaw uas cov lus qhia loj hlob 🌱

Ua si, soj ntsuam, thiab kho cov qauv hauv paus hauv UI. Zoo heev rau kev rov ua dua sai, rov siv tau cov lus qhia, thiab xa mus rau kev tsim khoom thaum muaj qee yam "nias" [1].

2) Lub Vaj Qauv - koj daim ntawv teev cov qauv 🍃

Ib lub tsev qiv ntawv hauv nruab nrab ntawm Google thiab cov qauv koom tes. Xauj, kho kom haum, thiab xa tawm hauv ob peb qhov nias-qhov pib tiag tiag es tsis yog kev nrhiav khoom [1].

3) Tus Neeg Sawv Cev Tsim - rau kev ua haujlwm tsis siv neeg uas ntseeg tau 🤝

Thaum cov neeg sawv cev hloov zuj zus los ntawm kev ua qauv qhia mus rau kev ua haujlwm tiag tiag, koj xav tau cov cuab yeej, kev sib txuas lus, thiab kev sib koom ua ke. Agent Builder muab cov scaffolding (Sessions, Memory Bank, cov cuab yeej ua tiav, kev ntsuam xyuas) yog li ntau tus neeg sawv cev kev paub tsis tawg hauv qab kev ntxhov siab tiag tiag [2].

4) Cov kav dej - vim tias koj yuav rov ua koj tus kheej dua li cas los xij 🔁

Ua kom ML thiab gen-AI workflows ua haujlwm tau zoo nrog lub serverless orchestrator. Txhawb kev taug qab artifact thiab kev ua haujlwm rov ua dua - xav txog nws li CI rau koj cov qauv [1].

5) Rooj ua haujlwm - cov ntawv sau tswj hwm yam tsis muaj rab riam txiav 📓

Tsim kom muaj kev nyab xeeb ntawm JupyterLab nrog kev nkag mus rau BigQuery, Cloud Storage, thiab ntau ntxiv yooj yim. Yooj yim rau kev tshawb nrhiav, kev tsim kho yam ntxwv, thiab kev sim tswj hwm [1].

6) Kev Sau Npe Qauv - kev hloov kho uas nyob ruaj khov 🗃️

Taug qab cov qauv, cov versions, lineage, thiab xa mus ncaj qha rau cov endpoints. Lub registry ua rau kev xa mus rau engineering tsis yooj yim dua [1].

7) Kev Tshawb Nrhiav Vector - RAG uas tsis hais lus tsis meej 🧭

Kev ntsuas qhov kev tshawb nrhiav semantic nrog Google cov khoom siv vector tsim khoom-pab tau rau kev sib tham, kev tshawb nrhiav semantic, thiab cov lus pom zoo qhov twg latency pom tau los ntawm cov neeg siv [3].

8) Lub Khw Muag Khoom Tshwj Xeeb - khaws BigQuery ua qhov tseeb 🗂️

Tswj thiab pabcuam cov yam ntxwv online los ntawm cov ntaub ntawv uas nyob hauv BigQuery. Tsawg dua kev theej, tsawg dua kev sib dhos, ntau dua qhov tseeb [4].

9) Kev Saib Xyuas Qauv - ntseeg, tab sis xyuas kom tseeb 📈

Teem sijhawm rau kev kuaj xyuas kev poob qis, teeb tsa cov ceeb toom, thiab saib xyuas qhov zoo ntawm kev tsim khoom. Thaum twg cov tsheb khiav hloov pauv sai sai, koj yuav xav tau qhov no [1].

Nws haum rau hauv koj cov ntaub ntawv pawg li cas 🧵

  • BigQuery - cob qhia nrog cov ntaub ntawv nyob ntawd, thawb cov lus kwv yees ua pawg rov qab mus rau cov lus qhia, thiab xa cov lus kwv yees mus rau hauv kev tshuaj xyuas lossis kev ua haujlwm downstream [1][4].

  • Kev Khaws Cia Hauv Huab - khaws cov ntaub ntawv teeb tsa, cov khoom cuav, thiab cov qauv tso zis yam tsis tau rov tsim dua ib txheej blob [1].

  • Dataflow & cov phooj ywg - khiav cov txheej txheem tswj hwm cov ntaub ntawv hauv cov kav dej rau kev ua ntej, kev txhim kho, lossis kev xav txog streaming [1].

  • Cov Chaw Kawg lossis Batch - xa cov chaw kawg tiag tiag rau cov apps thiab cov neeg sawv cev, lossis khiav cov haujlwm batch kom tau qhab nia tag nrho cov rooj - koj yuav siv ob qho tib si [1].

Cov xwm txheej siv feem ntau uas tau tsaws 🎯

  • Sib tham, copilots, thiab cov neeg sawv cev - nrog rau kev sib txuas lus rau koj cov ntaub ntawv, kev siv cuab yeej, thiab ntau kauj ruam. Agent Builder yog tsim los rau kev ntseeg tau, tsis yog qhov tshiab xwb [2].

  • RAG thiab kev tshawb nrhiav semantic - muab Vector Search nrog Gemini los teb cov lus nug siv koj cov ntsiab lus tshwj xeeb. Kev ceev tseem ceeb dua li peb ua txuj [3].

  • Predictive ML - cob qhia cov qauv tabular lossis cov duab, xa mus rau qhov kawg, saib xyuas kev hloov pauv, rov cob qhia nrog cov kav dej thaum hla qhov txwv. Classic, tab sis tseem ceeb [1].

  • Kev qhib Analytics - sau cov lus kwv yees rau BigQuery, tsim cov neeg tuaj saib, thiab pub cov phiaj xwm lossis kev txiav txim siab txog cov khoom. Ib lub voj voog zoo thaum kev lag luam ntsib kev tshawb fawb txog cov ntaub ntawv [1][4].

Cov lus sib piv - Vertex AI vs cov kev xaiv nrov 📊

Daim duab sai. Muaj kev xav me ntsis. Nco ntsoov tias cov peev xwm thiab tus nqi sib txawv ntawm kev pabcuam thiab thaj chaw.

Platform Cov neeg tuaj saib zoo tshaj plaws Vim li cas nws thiaj ua haujlwm
Vertex AI Cov pab pawg ntawm Google Cloud, gen-AI + ML sib xyaw Unified studio, pipelines, registry, vector search, thiab muaj zog BigQuery ties [1].
AWS SageMaker AWS-thawj cov koom haum xav tau cov cuab yeej ML tob tob Kev pabcuam ML uas laus lawm, puv sijhawm nrog kev cob qhia dav dav thiab kev xaiv xa tawm.
Azure ML Microsoft-raws li IT lag luam Kev sib xyaw ua ke ntawm ML lub neej voj voog, tus tsim qauv UI, thiab kev tswj hwm ntawm Azure.
Databricks ML Cov pab pawg Lakehouse, cov ntaub ntawv sau ntau heev Muaj zog ua haujlwm ntawm cov ntaub ntawv thiab muaj peev xwm tsim ML.

Yog, cov kab lus tsis sib xws - cov lus tiag tiag qee zaum tsis sib xws.

Cov nqi hauv lus Askiv yooj yim 💸

Koj feem ntau them rau peb yam:

  1. Kev siv tus qauv rau kev hu xov tooj tsim tawm - tus nqi los ntawm kev ua haujlwm thiab chav kawm siv.

  2. Xam rau kev cob qhia thiab kev kho cov haujlwm tshwj xeeb.

  3. Kev pabcuam rau cov chaw xaus online lossis cov haujlwm ua ke.

Yog xav paub cov lej tseeb thiab cov kev hloov tshiab kawg, mus saib nplooj ntawv teev nqi raug cai rau Vertex AI thiab rau nws cov kev muab khoom tsim tawm. Lub tswv yim uas koj yuav ua tsaug rau koj tus kheej tom qab: tshuaj xyuas cov kev xaiv muab khoom thiab cov quotas rau Studio vs production endpoints ua ntej koj xa khoom hnyav [1][5].

Kev ruaj ntseg, kev tswj hwm, thiab AI lub luag haujlwm 🛡️

Vertex AI muab cov lus qhia txog AI uas muaj lub luag haujlwm thiab cov cuab yeej kev nyab xeeb, ntxiv rau cov kev teeb tsa kom ua tiav xoom cov ntaub ntawv khaws cia rau qee qhov kev ua haujlwm tsim kho (piv txwv li, los ntawm kev kaw cov ntaub ntawv caching thiab xaiv tawm ntawm cov cav tshwj xeeb qhov twg siv tau) [5]. Ua ke nrog kev nkag mus raws li lub luag haujlwm, kev sib txuas lus ntiag tug, thiab cov cav tshawb xyuas rau kev tsim kho uas ua raws li kev cai [1].

Thaum Vertex AI zoo tag nrho - thiab thaum nws ua haujlwm ntau dhau 🧠

  • Zoo meej yog tias koj xav tau ib qho chaw rau gen-AI thiab ML, kev sib koom ua ke BigQuery, thiab txoj kev tsim khoom uas suav nrog cov kav dej, kev sau npe, thiab kev saib xyuas. Yog tias koj pab neeg suav nrog kev tshawb fawb txog cov ntaub ntawv thiab kev tsim kho daim ntawv thov, qhov chaw sib koom ua ke yuav pab tau.

  • tsi li . Yog li ntawd, ib qho API yooj yim dua tej zaum yuav txaus rau tam sim no.

Cia peb ua siab ncaj: feem ntau cov qauv prototypes tuag lossis loj hlob cov hniav. Vertex AI daws qhov teeb meem thib ob.

Pib sai - qhov kev sim saj 10 feeb ⏱️

  1. Qhib Vertex AI Studio los tsim qauv nrog tus qauv thiab txuag ob peb qhov kev ceeb toom uas koj nyiam. Ncaws lub log tsheb nrog koj cov ntawv tiag tiag thiab cov duab [1].

  2. Xa koj cov lus qhia zoo tshaj plaws mus rau hauv ib qho app lossis phau ntawv sau tsawg kawg nkaus los ntawm Workbench . Zoo thiab scrappy [1].

  3. Sau npe rau tus qauv thaub qab lossis cov khoom muaj nqis tuned hauv Model Registry kom koj tsis txhob pov tseg cov khoom cuav tsis muaj npe [1].

  4. Tsim ib lub Pipeline uas thauj cov ntaub ntawv, ntsuas cov zis, thiab xa tawm ib qho version tshiab tom qab lub alias. Kev rov ua dua yeej kev ua siab loj [1].

  5. Ntxiv Kev Saib Xyuas kom ntes tau kev poob dej thiab teeb tsa cov lus ceeb toom yooj yim. Koj tus kheej yav tom ntej yuav yuav kas fes rau koj rau qhov no [1].

Xaiv tau tab sis ntse: yog tias koj qhov kev siv yog searchy lossis chatty, ntxiv Vector Search thiab grounding txij hnub thawj. Nws yog qhov sib txawv ntawm zoo thiab xav tsis thoob muaj txiaj ntsig [3].

Google Vertex AI yog dab tsi? - qhov luv luv 🧾

Google Vertex AI yog dab tsi? Nws yog Google Cloud lub platform tag nrho-hauv-ib los tsim, xa tawm, thiab tswj hwm AI systems-txij li thaum pib mus rau kev tsim khoom-nrog cov cuab yeej ua ke rau cov neeg sawv cev, cov kav dej, kev tshawb nrhiav vector, phau ntawv sau, cov npe sau npe, thiab kev saib xyuas. Nws yog kev xav hauv txoj hauv kev uas pab cov pab pawg xa khoom [1].

Lwm txoj hauv kev ntawm ib qho kev saib - xaiv txoj kab kev zoo 🛣️

Yog tias koj twb paub txog AWS lawm, SageMaker yuav zoo li koj yog neeg ib txwm siv. Cov khw muag khoom hauv Azure feem ntau nyiam Azure ML . Yog tias koj pab neeg nyob hauv cov phau ntawv sau thiab cov tsev nyob hauv pas dej, Databricks ML zoo heev. Tsis muaj ib qho ntawm cov no yuam kev - koj qhov hnyav ntawm cov ntaub ntawv thiab kev tswj hwm feem ntau txiav txim siab.

Cov Lus Nug Feem Ntau - hluav taws kub sai 🧨

  • Puas yog Vertex AI tsuas yog rau kev tsim cov AI xwb? No-Vertex AI kuj tseem npog kev cob qhia ML qub thiab kev pabcuam nrog MLOps nta rau cov kws tshawb fawb txog cov ntaub ntawv thiab cov kws ua haujlwm ML [1].

  • Kuv puas tuaj yeem khaws BigQuery ua kuv lub khw loj? Yog-siv Feature Store los khaws cov ntaub ntawv feature hauv BigQuery thiab muab nws online yam tsis muaj kev theej lub khw offline [4].

  • Puas yog Vertex AI pab nrog RAG? Yes-Vector Search tau tsim rau nws thiab sib koom ua ke nrog lwm cov pawg [3].

  • Kuv yuav tswj cov nqi li cas? Pib me me, ntsuas, thiab tshuaj xyuas cov quotas/kev npaj thiab cov nqi ua haujlwm ua ntej nce qib [1][5].

Cov ntaub ntawv siv los ua piv txwv

[1] Google Huab - Kev Taw Qhia rau Vertex AI (Kev piav qhia txog lub platform Unified) - nyeem ntxiv

[2] Google Cloud - Vertex AI Agent Builder kev piav qhia - nyeem ntxiv

[3] Google Huab - Siv Vertex AI Vector Search nrog Vertex AI RAG Engine - nyeem ntxiv

[4] Google Huab - Kev Taw Qhia Txog Kev Tswj Xyuas Cov Nta Hauv Vertex AI - nyeem ntxiv

[5] Google Huab - Kev khaws cov ntaub ntawv ntawm cov neeg siv khoom & kev khaws cov ntaub ntawv xoom hauv Vertex AI - nyeem ntxiv

Nrhiav cov AI tshiab kawg ntawm lub khw muag khoom AI Assistant Official

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