Raws li Statista, los ntawm 2025 qhov loj ntawm cov ntaub ntawv loj lag luam yuav loj hlob mus rau 175 zettabytes piv rau 41 xyoo 2019 (). Yuav kom tau txais txoj haujlwm hauv daim teb no, koj yuav tsum nkag siab tias yuav ua li cas nrog cov ntaub ntawv loj uas khaws cia hauv huab. Cloud4Y tau sau cov npe ntawm 12 qhov kev them nyiaj thiab cov ntaub ntawv pub dawb engineering uas yuav nthuav koj txoj kev paub hauv thaj chaw thiab tuaj yeem yog qhov pib zoo ntawm koj txoj hauv kev rau huab ntawv pov thawj.
Lus Qhia Tshab
Dab tsi yog data engineer? Qhov no yog tus neeg uas yog lub luag haujlwm tsim thiab tswj cov ntaub ntawv architecture hauv Data Science project. Lub luag haujlwm yuav suav nrog kev ua kom cov ntaub ntawv zoo ntws ntawm lub server thiab daim ntawv thov, kev koom ua ke cov ntaub ntawv tshiab tswj software, txhim kho cov txheej txheem cov ntaub ntawv, thiab tsim cov kav dej.
Muaj ntau cov thev naus laus zis thiab cov cuab yeej cuab tam uas tus kws tshaj lij cov ntaub ntawv yuav tsum tau ua haujlwm nrog huab xam, cov ntaub ntawv warehouses, ETL (extraction, transformation, loading), thiab lwm yam. Tsis tas li ntawd, tus naj npawb ntawm cov kev txawj yuav tsum tau loj hlob txhua lub sijhawm, yog li tus engineer data yuav tsum tsis tu ncua ntxiv nws cov kev paub txog kev paub. Peb daim ntawv teev npe suav nrog cov chav kawm rau cov pib tshiab thiab cov kws tshaj lij. Xaiv yam uas haum koj.
1. Data Engineering Nanodegree Certification ()
Koj yuav kawm paub yuav ua li cas tsim cov qauv ntaub ntawv, tsim cov ntaub ntawv warehouses thiab cov ntaub ntawv pas dej, automate cov ntaub ntawv pipelines thiab ua hauj lwm nrog arrays ntawm datasets. Thaum kawg ntawm txoj haujlwm, koj yuav sim koj cov txuj ci tshiab los ntawm kev ua tiav Capstone project.
ntev: 5 lub hlis, 5 teev ib lim piam
Lus: Lus Askiv
Nqi: $ 1695
Qib: pib
2. Ua Ib Daim Ntawv Pov Thawj Kws Ua Haujlwm ()
Lawv qhia los ntawm lub hauv paus. Koj tuaj yeem ua tau ib kauj ruam zuj zus, siv cov lus qhuab qhia thiab kev ua haujlwm ntawm tes los ua haujlwm ntawm koj qhov kev txawj ntse. Thaum kawg ntawm kev cob qhia, koj yuav npaj txhij ua haujlwm nrog ML thiab cov ntaub ntawv loj. Nws raug nquahu kom paub Python yam tsawg kawg ntawm qhov tsawg kawg nkaus.
ntev: 8 lub hlis, 10 teev ib lim piam
Lus: Lus Askiv
Nqiπ
Qib: pib
3. Ua Tus Kws Tshawb Fawb Cov Ntaub Ntawv: Mastering Cov Ntsiab Lus ()
Koj yuav tsim cov ntaub ntawv engineering thiab DevOps kev txawj ntse, kawm paub tsim cov ntaub ntawv loj, tsim cov ntaub ntawv kav dej, ua cov ntawv thov hauv lub sijhawm siv Hazelcast thiab database.
ntev: Nyob ntawm koj
Lus: Lus Askiv
Nqi: thawj lub hlis - dawb
Qib: pib
4. Cov chav kawm Data Engineering ()
Ntawm no yog cov kev pab cuam uas qhia koj txog cov ntaub ntawv engineering thiab qhia koj li cas los tsim cov kev daws teeb meem analytical. Cov chav kawm tau muab faib ua pawg raws li qib nyuaj, yog li koj tuaj yeem xaiv ib qho raws li koj qib kev paub dhau los. Hauv kev cob qhia koj yuav kawm siv Spark, Hadoop, Azure thiab tswj cov ntaub ntawv koom nrog.
ntev: Nyob ntawm koj
Lus: Lus Askiv
Nqi: nyob ntawm qhov kev xaiv
Qib: beginner, intermediate, advanced
5. Data Engineer ()
Hoob no tsim nyog kawm yog tias koj muaj kev paub dhau los nrog Python thiab xav kom nkag siab koj txoj kev paub thiab tsim txoj haujlwm ua tus kws tshawb fawb cov ntaub ntawv. Koj yuav kawm paub yuav ua li cas tsim cov ntaub ntawv kav dej siv Python thiab pandas, thauj cov ntaub ntawv loj rau hauv Postgres database tom qab ntxuav, hloov pauv thiab siv tau.
ntev: Nyob ntawm koj
Lus: Lus Askiv
Nqi: nyob ntawm daim ntawv teev npe
Qib: beginner, intermediate
6. Data Engineering nrog Google Huab ()
Hoob no yuav pab koj tau txais cov txuj ci uas koj xav tau los tsim kom muaj kev ua haujlwm hauv cov ntaub ntawv loj. Piv txwv li, ua haujlwm nrog BigQuery, Spark. Koj yuav tau txais kev paub koj xav tau los npaj rau kev lag luam-pom zoo Google Cloud Professional Data Engineer certification.
ntev:4 muaj
Lus: Lus Askiv
Nqi: free rau tam sim no
Qib: beginner, intermediate
7. Data Engineering, Cov Ntaub Ntawv Loj ntawm Google Huab Platform ()
Cov chav kawm nthuav dav uas muab kev paub txog cov ntaub ntawv ua haujlwm hauv GCP. Nyob rau hauv chav kawm, koj yuav kawm paub tsim cov tshuab ua ntej pib txoj kev txhim kho. Tsis tas li ntawd, koj tseem yuav tshuaj xyuas ob qho tib si cov ntaub ntawv tsim thiab tsis muaj qauv, siv nws pib-scaling, thiab siv cov txheej txheem ML los rho tawm cov ntaub ntawv.
ntev:3 muaj
Lus: Lus Askiv
Nqi: free rau tam sim no
Qib: beginner, intermediate
8. UC San Diego: Cov Ntaub Ntawv Loj Tshwj Xeeb ()
Hoob no yog ua raws li kev siv Hadoop thiab Spark lub moj khaum thiab siv cov ntaub ntawv loj no rau cov txheej txheem ML. Koj yuav kawm paub txog kev siv Hadoop nrog MapReduce, Spark, Pig, thiab Hive. Kawm paub yuav ua li cas los tsim cov qauv kev kwv yees thiab siv cov duab analytics los ua qauv teeb meem. Thov nco ntsoov tias chav kawm no tsis tas yuav muaj kev paub txog kev ua haujlwm.
ntev: 8 hli 10 teev ib lim piam
Lus: Lus Askiv
Nqi: free rau tam sim no
Qib: pib
9. Taming Cov Ntaub Ntawv Loj Nrog Apache Spark thiab Python ()
Koj yuav kawm paub siv cov qauv kwj thiab cov ntaub ntawv thav ntawv hauv Spark3, thiab tau txais kev nkag siab txog kev siv Amazon's Elastic MapReduce kev pabcuam los ua haujlwm nrog koj pawg Hadoop. Kawm txheeb xyuas cov teeb meem hauv kev txheeb xyuas cov ntaub ntawv loj thiab nkag siab tias GraphX ββcov tsev qiv ntawv ua haujlwm li cas nrog kev txheeb xyuas network thiab seb koj tuaj yeem siv MLlib li cas.
ntev: Nyob ntawm koj
Lus: Lus Askiv
Nqi: los ntawm 800 rubles rau $ 149,99 (nyob ntawm seb koj muaj hmoo)
Qib: beginner, intermediate
10. PG Program hauv Big Data Engineering ()
Hoob no yuav ua rau koj nkag siab txog yuav ua li cas Aadhaar ua haujlwm, Facebook tus kheej li cas cov xov xwm pub, thiab yuav siv Data Engineering li cas. Cov ntsiab lus tseem ceeb yuav yog kev ua cov ntaub ntawv (nrog rau kev ua haujlwm ntawm lub sijhawm), MapReduce, cov ntaub ntawv loj analytics.
ntev:11 muaj
Lus: Lus Askiv
Nqi: ib ncig $3000
Qib: pib
11. Profession Data Scientist ()
Koj yuav kawm txog kev ua haujlwm hauv Python, kawm txog cov txheej txheem rau kev cob qhia neural networks Tensorflow thiab Keras. Master lub MongoDB, PostgreSQL, SQLite3 databases, kawm ua haujlwm nrog Pandas, NumPy thiab Matpotlib cov tsev qiv ntawv.
ntev: 300 teev ntawm kev cob qhia
Lus: Russia
Nqi: thawj rau lub hlis pub dawb, tom qab ntawd 3900 rubles ib hlis
Qib: pib
12. Data Engineer 7.0 ()
Koj yuav tau txais kev kawm tob ntawm Kafka, HDFS, ClickHouse, Spark, Airflow, lambda architecture thiab kappa architecture. Koj yuav kawm yuav ua li cas txuas cov cuab yeej rau ib leeg, tsim cov kav dej, tau txais kev daws teeb meem hauv paus. Txhawm rau kawm, yuav tsum muaj kev paub tsawg kawg ntawm Python 3.
ntev: 21 kev kawm, 7 lub lis piam
Lus: Russia
Nqi: los ntawm 60 mus rau 000 rubles
Qib: pib
Yog tias koj xav ntxiv lwm yam kev kawm zoo rau hauv daim ntawv teev npe, koj tuaj yeem tso npe rau hauv cov lus lossis hauv PM. Peb yuav hloov kho tus ncej.
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Tau qhov twg los: www.hab.com