MECER MS-DP100T01 Tsim thiab Siv Cov Ntaub Ntawv Kev Tshawb Fawb Txog Azure
| DURATION | LEVEL | TECHNOLOGY | Kev xa khoom Txoj kev |
Kev cob qhia CREDITS |
| 3 Hnub | Nruab nrab | Azure | Tus kws qhia-coj | NA |
Taw qhia
Tau txais kev paub tsim nyog txog kev siv Azure cov kev pab cuam los tsim, cob qhia, thiab xa mus, kev kawm siv tshuab. Chav kawm pib nrog ib qho dhau musview ntawm Azure cov kev pabcuam uas txhawb nqa cov ntaub ntawv tshawb fawb. Los ntawm qhov ntawd, nws tsom mus rau kev siv Azure qhov kev pabcuam kev tshawb fawb thawj zaug, Azure Machine Learning service, kom ua kom cov ntaub ntawv tshawb fawb txuas ntxiv. Hoob no yog tsom rau Azure thiab tsis qhia tus menyuam kawm ntawv yuav ua li cas rau kev tshawb fawb txog ntaub ntawv. Nco ntsoov tias cov tub ntxhais kawm twb paub lawm.
UAS PROFILE
Hoob no yog tsom rau cov kws tshawb fawb cov ntaub ntawv thiab cov uas muaj lub luag haujlwm tseem ceeb hauv kev cob qhia thiab siv cov qauv kev kawm tshuab.
YUAV TSUM TAU
Ua ntej yuav mus kawm qhov kev kawm no, cov tub ntxhais kawm yuav tsum muaj:
- Azure Fundamentals
- Kev nkag siab txog cov ntaub ntawv tshawb fawb suav nrog yuav ua li cas npaj cov ntaub ntawv, qhia cov qauv, thiab ntsuas cov qauv sib tw los xaiv qhov zoo tshaj plaws.
- Yuav ua li cas rau program hauv Python programming lus thiab siv cov tsev qiv ntawv Python: pandas, scikit-kawm, matplotlib, thiab seaborn.
COV TSWV YIM ZOO
Tom qab kawm tiav chav kawm no, cov tub ntxhais kawm yuav muaj peev xwm:
- Nkag siab cov ntaub ntawv tshawb fawb hauv Azure
- Siv Machine Learning los ua kom cov txheej txheem kawg-rau-kawg
- Tswj thiab saib xyuas Machine Learning service
Module 1: Pib nrog Azure Machine Learning
Hauv qhov qauv no, koj yuav kawm paub yuav ua li cas muab qhov chaw ua haujlwm Azure Machine Learning thiab siv nws los tswj cov cuab yeej kawm tshuab xws li cov ntaub ntawv, suav, tus qauv kev cob qhia code, cov ntsuas ntsuas, thiab cov qauv kawm. Koj yuav kawm paub siv lub web-based Azure Machine Learning studio interface nrog rau Azure Machine Learning SDK thiab cov cuab yeej tsim tawm xws li Visual Studio Code thiab Jupyter Notebooks ua haujlwm nrog cov cuab tam hauv koj qhov chaw ua haujlwm.
Zaj lus qhia
- Taw qhia rau Azure Machine Learning
- Ua haujlwm nrog Azure Machine Learning
- Lab: Tsim lub Azure Machine Learning Workspace
- Muab qhov chaw ua haujlwm Azure Machine Learning
- Siv cov cuab yeej thiab cov lej ua haujlwm nrog Azure Machine Learning
Module 2: Visual Tools for Machine Learning
Cov qauv no qhia txog Automated Machine Learning thiab Designer visual tools, uas koj tuaj yeem siv los cob qhia, ntsuas, thiab xa cov qauv kev kawm tshuab yam tsis tau sau cov lej.
Zaj lus qhia
- Qhov Kev Kawm Tshuab Tsis Siv Neeg
- Azure Machine Learning Designer
Lab: Siv Automated Machine Learning
Lab: Siv Azure Machine Learning Designer
Tom qab ua tiav qhov module, koj yuav ua tau
- Siv automated machine learning los cob qhia cov qauv kev kawm tshuab
- Siv Azure Machine Learning designer los cob qhia tus qauv
Module 3: Khiav kev sim thiab kev cob qhia qauv
Hauv cov qauv no, koj yuav tau pib nrog cov kev sim uas encapsulate cov ntaub ntawv ua, qauv kev cob qhia code, thiab siv lawv los cob qhia cov qauv kev kawm. Zaj lus qhia
- Kev Taw Qhia rau Kev sim
- Kev cob qhia thiab kev sau npe ua qauv
Lab: Tsheb ciav hlau qauv
Lab: Khiav kev sim
Tom qab ua tiav qhov module, koj yuav ua tau
- Khiav cov kev sim raws li kev sim hauv Azure Machine Learning workspace
- Qhia thiab sau npe tshuab kev kawm qauv
Module 4: Ua haujlwm nrog Cov Ntaub Ntawv Cov Ntaub Ntawv
yog lub hauv paus tseem ceeb hauv txhua lub tshuab kev kawm ua haujlwm, yog li hauv qhov qauv no, koj yuav kawm paub tsim thiab tswj cov chaw khaws ntaub ntawv thiab cov ntaub ntawv hauv Azure Machine Learning workspace, thiab siv lawv li cas hauv kev sim ua qauv.
Zaj lus qhia
- Ua haujlwm nrog Datastores
- Ua haujlwm nrog Datasets
Lab: Ua haujlwm nrog Cov Ntaub Ntawv
Tom qab ua tiav qhov module, koj yuav ua tau
- Tsim thiab siv datastores
- Tsim thiab siv cov ntaub ntawv
Module 5: Ua haujlwm nrog Compute
Ib qho ntawm cov txiaj ntsig tseem ceeb ntawm huab yog lub peev xwm los siv cov peev txheej hauv kev xav tau thiab siv lawv los ntsuas cov txheej txheem kev kawm tshuab mus rau qhov uas yuav ua tsis tau rau koj tus kheej kho vajtse. Hauv qhov qauv no, koj yuav kawm paub yuav ua li cas tswj cov kev sim ib puag ncig uas ua kom lub sijhawm ua haujlwm zoo sib xws rau kev sim, thiab yuav ua li cas los tsim thiab siv cov hom phiaj rau kev sim ua haujlwm.
Zaj lus qhia
- Ua haujlwm nrog Environments
- Ua haujlwm nrog Cov Hom Phiaj
Lab: Ua haujlwm nrog Compute
Tom qab ua tiav qhov module, koj yuav ua tau
- Tsim thiab siv ib puag ncig
- Tsim thiab siv suav cov hom phiaj
Module 6: Orchestrating Operations with Pipelines
Tam sim no koj nkag siab txog cov hauv paus ntawm kev khiav haujlwm ua haujlwm raws li kev sim uas siv cov ntaub ntawv cov cuab tam thiab suav cov peev txheej, nws yog lub sijhawm los kawm yuav ua li cas orchestrate cov haujlwm no ua cov kav dej ntawm cov kauj ruam txuas. Cov kav dej yog qhov tseem ceeb rau kev siv lub tshuab Kev Kawm Ua Haujlwm Zoo (ML Ops) kev daws teeb meem hauv Azure, yog li koj yuav tshawb xyuas seb yuav txhais li cas thiab khiav lawv hauv qhov module no.
Zaj lus qhia
- Taw qhia rau Pipelines
- Kev tshaj tawm thiab khiav cov kav dej
Lab: Tsim ib lub raj xa dej
Tom qab ua tiav qhov module, koj yuav ua tau
- Tsim cov kav dej los ua kom cov tshuab kev kawm ua haujlwm
- Tshaj tawm thiab khiav cov kev pabcuam kav dej
Module 7: Deploying thiab Consuming Models
Cov qauv tsim los pab txiav txim siab los ntawm kev kwv yees, yog li lawv tsuas yog siv tau thaum siv thiab muaj rau daim ntawv thov kom haus. Nyob rau hauv no module kawm yuav ua li cas rau deploy qauv rau real-time inferencing, thiab rau batch inferencing.
Zaj lus qhia
- Real-time Inferencing
- Batch Inferencing
- Kev sib xyaw ua ke tsis tu ncua thiab kev xa khoom
Lab: Tsim ib qho Kev Pabcuam Real-time Inferencing
Lab: Tsim Batch Inferencing Service
Tom qab ua tiav qhov module, koj yuav ua tau
- Tshaj tawm tus qauv raws li qhov kev pabcuam hauv lub sijhawm tiag tiag
- Tshaj tawm tus qauv raws li kev pabcuam batch inference
- Piav qhia txog cov txheej txheem los ua kom muaj kev sib koom ua ke thiab xa mus tas li
Module 8: Kev cob qhia cov qauv zoo tshaj plaws
Los ntawm qhov no stage ntawm chav kawm, koj tau kawm txog qhov kawg-rau-kawg txheej txheem rau kev cob qhia, siv, thiab siv cov qauv kev kawm tshuab; tab sis koj ua li cas kom ntseeg tau tias koj tus qauv tsim cov txiaj ntsig zoo tshaj plaws rau koj cov ntaub ntawv? Hauv cov qauv no, koj yuav tshawb xyuas seb koj tuaj yeem siv hyperparameter tuning thiab automated tshuab kawm coj advantage ntawm huab-scale xam thiab nrhiav tus qauv zoo tshaj plaws rau koj cov ntaub ntawv.
Zaj lus qhia
- Hyperparameter Tuning
- Qhov Kev Kawm Tshuab Tsis Siv Neeg
Lab: Siv Automated Machine Learning los ntawm SDK
Lab: Tune Hyperparameters Tom qab ua tiav cov module no, koj yuav ua tau
- Optimize hyperparameters rau cov qauv kev cob qhia
- Siv automated machine learning los nrhiav tus qauv zoo rau koj cov ntaub ntawv
Module 9: Lub luag haujlwm ntawm Kev Kawm Tshuab
Cov kws tshawb fawb cov ntaub ntawv muaj lub luag haujlwm los xyuas kom meej tias lawv txheeb xyuas cov ntaub ntawv thiab cob qhia cov qauv kev kawm lub luag haujlwm; hwm tus kheej ntiag tug, txo kev tsis ncaj ncees, thiab ua kom pom tseeb. Cov qauv no tshawb txog qee qhov kev txiav txim siab thiab cov txheej txheem rau kev siv lub luag haujlwm ntawm lub tshuab kev kawm. Zaj lus qhia
- Differential Privacy
- Qauv txhais lus
- Kev ncaj ncees
Lab: Tshawb nrhiav qhov sib txawv provacy
Lab: Txhais cov qauv
Lab: Tshawb nrhiav thiab txo qis kev tsis ncaj ncees Tom qab ua tiav cov qauv no, koj yuav ua tau
- Siv qhov sib txawv provacy rau kev txheeb xyuas cov ntaub ntawv
- Siv cov neeg piav qhia los txhais cov qauv kev kawm tshuab
- Ntsuas cov qauv rau kev ncaj ncees
Module 10: Cov Qauv Saib Xyuas
Tom qab tus qauv tau siv lawm, nws yog ib qho tseem ceeb kom nkag siab tias tus qauv siv li cas hauv kev tsim khoom, thiab txhawm rau txheeb xyuas qhov kev puas tsuaj ntawm nws cov txiaj ntsig vim cov ntaub ntawv drift. Cov qauv no piav qhia txog cov txheej txheem rau kev soj ntsuam cov qauv thiab lawv cov ntaub ntawv. Zaj lus qhia
- Saib xyuas cov qauv nrog Daim Ntawv Thov Kev Pom Zoo
- Saib xyuas cov ntaub ntawv Drift
Lab: Saib xyuas cov ntaub ntawv Drift
Lab: Saib xyuas tus qauv nrog Daim Ntawv Thov Kev Pom Zoo
Tom qab ua tiav qhov module, koj yuav ua tau
- Siv Application Insights los saib xyuas tus qauv luam tawm
- Saib xyuas cov ntaub ntawv drift
ASSOCIATED CERTIFICATIONS & EXAM
Hoob no yuav npaj cov neeg sawv cev los sau Microsoft DP-100: Tsim thiab Siv Cov Kev Tshawb Fawb Txog Kev Tshawb Fawb ntawm Azure kev xeem.
Cov ntaub ntawv / Cov ntaub ntawv
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MECER MS-DP100T01 Tsim thiab Siv Cov Ntaub Ntawv Kev Tshawb Fawb Txog Azure [ua pdf] Cov neeg siv phau ntawv qhia MS-DP100T01 Tsim thiab Siv Cov Ntaub Ntawv Kev Tshawb Fawb Txog Kev Tshawb Fawb Txog Azure, MS-DP100T01, Tsim thiab Siv Cov Ntaub Ntawv Kev Tshawb Fawb Txog Azure |
