Hloov koj txoj hauv kev rau kev kawm tshuab nrog MLOps ntawm Google Huab
Lub ntiaj teb ntawm kev kawm tshuab yog nce qib ntawm warp ceev, thiab nrog nws xav tau kev tswj kom zoo thiab siv cov qauv hauv kev tsim khoom. Qhov "Machine Learning Operations (MLOps): Thawj kauj ruam" kev cob qhia ntawm Google Huab ua tau raws li qhov xav tau no. Nws muab koj rau hauv MLOps cov cuab yeej thiab cov kev coj ua zoo tshaj plaws rau kev xa tawm, ntsuas, saib xyuas thiab ua haujlwm ML systems hauv kev tsim khoom.
MLOps yog kev qhuab qhia tsom mus rau kev xa tawm, kev sim, kev saib xyuas thiab kev ua haujlwm ntawm ML systems hauv kev tsim khoom. Qhov kev cob qhia no yog qhov tseem ceeb rau cov engineers xav kom txhim kho cov qauv siv tas li. Nws kuj tseem yog qhov tseem ceeb rau cov kws tshawb fawb cov ntaub ntawv uas xav kom siv cov kev daws teeb meem ML sai.
Kev cob qhia pib nrog kev qhia txog cov kev cov nyom ntawm ML cov kws tshaj lij thiab lub tswv yim ntawm DevOps siv rau ML. Peb npog 3 theem ntawm ML lub neej voj voog thiab cov txiaj ntsig ntawm automating txheej txheem kom ua tau zoo dua.
Ib qho ntawm cov ntsiab lus tseem ceeb yog kev tsom mus rau Vertex AI, Google Cloud kev sib koom ua ke platform rau ML. Peb piav qhia vim li cas lub platform no tseem ceeb thiab Vertex AI pab txhawb kev ua haujlwm li cas. Kev cob qhia suav nrog cov yeeb yaj kiab, nyeem ntawv thiab cov lus nug los ntsuas koj qhov kev paub.
Nyob rau hauv luv luv, qhov kev cob qhia no muab tag nrho cov kev pom ntawm MLOps los koom ua ke cov kev txawj no rau hauv koj txoj haujlwm thiab siv cov kev daws teeb meem ML zoo dua. Txawm hais tias koj yog tus kws tshaj lij lossis tus kws tshawb fawb cov ntaub ntawv, qhov no yog ib kauj ruam tseem ceeb ntawm kev paub txog kev ua haujlwm ML hauv kev tsim khoom.
Txhim kho koj lub tshuab kev kawm ua haujlwm nrog Vertex AI.
Wb tshawb nrhiav Vertex AI kom ntxaws ntxiv. Ib qho tseem ceeb ntawm qhov kev cob qhia no. Vertex AI yog Google Cloud lub koom ua ke platform rau kev kawm tshuab. Nws hloov pauv txoj kev ML cov kws tshaj lij siv thiab tswj lawv cov qauv.
Vertex AI sawv tawm rau nws lub peev xwm los ua kom yooj yim thiab sib koom ua ke cov txheej txheem kev kawm tshuab. Lub platform no muaj cov engineers thiab cov ntaub ntawv tshawb fawb cov cuab yeej muaj zog. Lawv tuaj yeem tsim kho, siv thiab tswj cov qauv ML zoo dua. Nrog Vertex AI, cov neeg siv tau txais txiaj ntsig los ntawm kev sib xyaw ua ke. Los ntawm txhua theem ntawm ML lifecycle. Los ntawm kev tsim mus rau ntau lawm.
Ib qho txiaj ntsig zoo ntawm Vertex AI yog nws qhov yooj yim. Lub platform hloov tau yooj yim thiab yoog raws cov kev xav tau sib txawv thiab qib kev txawj ntse. Yog li ntawd, cov neeg siv tuaj yeem xaiv txoj hauv kev ua haujlwm tsis siv neeg lossis hloov kho lawv cov haujlwm ua haujlwm. Rau kev tsim qauv. Txawm hais tias koj yog tus kws tshaj lij ML lossis tus pib tshiab. Vertex AI muaj cov peev txheej los txhim kho koj cov haujlwm ua haujlwm.
MLOps Thawj kauj ruam kev cob qhia qhia txog Vertex AI. Hauv ML workflow. Peb kawm seb lub platform no yuav pab tau li cas. Txhawm rau ua haujlwm rov ua haujlwm dua. Txhim kho tus qauv raug. Thiab ceev kev xa tawm. Vertex AI kuj ua rau nws yooj yim dua los saib xyuas thiab tswj cov qauv hauv kev tsim khoom. Qhov no ua kom pom kev ua haujlwm zoo thiab kev saib xyuas yooj yim.
Txhawb koj txoj haujlwm ML nrog Google Cloud MLOps kev cob qhia
Txawm hais tias koj yog ML engineer, data scientist lossis IT professional aiming rau specialization, qhov kev cob qhia no muab cov cuab yeej tseem ceeb rau kev vam meej.
Mastering ML kev ua haujlwm tau dhau los ua qhov tseem ceeb hauv kev siv thev naus laus zis. Nrog kev nce ntawm kev kawm tshuab hauv ntau qhov kev lag luam, kev paub siv, tswj thiab ua kom zoo dua ML qauv hauv kev tsim khoom yeej tsis muaj txiaj ntsig ntau dua. Qhov kev cob qhia no npaj koj kom ua tau raws li cov kev cov nyom no.
Los ntawm kev ua raws li nws, koj kawm paub cov hauv paus ntawm MLOps thiab yuav siv lawv li cas hauv kev xyaum. Peb npog qhov tseem ceeb xws li kev xa tawm zoo, kev saib xyuas thiab txhim kho cov qauv ML. Cov kev txawj no yog qhov tseem ceeb los xyuas kom meej ML cov kev daws teeb meem zoo, txhim khu kev qha thiab ruaj khov thaum siv.
Tsis tas li ntawd, qhov kev cob qhia tsom mus rau Vertex AI, muab kev paub rau koj nrog ib qho ntawm ML platforms tshaj plaws. Qhov kev paub dhau los no tsis muaj nuj nqis vim nws npaj koj ua haujlwm nrog cov cuab yeej koj yuav pom hauv kev lag luam.
Thaum kawg, qhov kev cob qhia no tso cai rau koj kom paub txog cov ncauj lus tshiab thiab kev coj ua hauv ML. Raws li kev lag luam hloov zuj zus mus sai, nws yog ib qho tseem ceeb kom paub txog cov kev hloov tshiab tshiab los tswj kom muaj kev sib tw kom zoo dua. Txawm hais tias koj tab tom nrhiav kom tob zuj zus koj txoj kev paub los yog sib txawv, nws sawv cev rau kev nqis peev uas muaj txiaj ntsig.
