{"id":81855,"date":"2020-05-17T01:42:37","date_gmt":"2020-05-16T23:42:37","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/12-onlajn-kursov-po-data-engineering"},"modified":"2020-05-17T01:42:37","modified_gmt":"2020-05-16T23:42:37","slug":"12-onlajn-kursov-po-data-engineering","status":"publish","type":"post","link":"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/12-onlajn-kursov-po-data-engineering","title":{"rendered":"12 veebikursust andmete inseneri alal.","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

\"12
\nStatista andmete kohaselt kasvab big data turu maht 2025. aastaks 175 zettabaidini, v\u00f5rreldes 41 zettabaidiga 2019. aastal (graafik<\/a><\/noindex>). Sellel alal t\u00f6\u00f6 leidmiseks tuleb m\u00f5ista, kuidas hallata suuri andmeid, mida hoitakse pilves. Cloud4Y on koostanud 12 tasulise ja tasuta andmetehnikate kursuse loendi, mis laiendavad teie teadlikkust ja v\u00f5ivad olla hea alguspunkt pilve sertifikaatide suunal.<\/i><\/a><\/noindex><\/p>\n

Eess\u00f5na<\/strong><\/p>\n

Mis on andmeprotsessor (data engineer)? See on inimene, kes vastutab andmete arhitektuuri loomise ja haldamise eest Data Science projektis. Tema kohustused v\u00f5ivad sisaldada pideva andmevoo tagamist serveri ja rakenduse vahel, uue tarkvara integreerimist andmete haldamiseks, andmeprotsesside t\u00e4iustamist ja andmekonveierite loomist.<\/p>\n

Andmeinsener peab valdama tohutult tehnoloogiaid ja t\u00f6\u00f6riistu, et t\u00f6\u00f6tada pilvearvutuste, andmemagasiinide, ETL (andmete v\u00e4ljav\u00f5tmine, muutmine, laadimine) jne. Alati on t\u00f5usnud vajalik oskuste hulk, mist\u00f5ttu peab andmeinsener pidevalt oma teadmiste pagasit t\u00e4iendama. Meie nimekirjas on kursusi nii algajatele kui ka kogenud spetsialistidele. Valige, mis sobib just teile.<\/p>\n

1. Data Engineering Nanodegree Certification (Fortineti v\u00f5rguohutuse tehas: mida see suudab<\/a><\/noindex>)<\/p>\n

Sa \u00f5pid andmemudeleid projekteerima, andmemagasiine ja andmej\u00e4rvi looma, andmekonveiere automatiseerima ja tegelema andmekogudega. Programmile l\u00f5pus t\u00f5estad oma uusi oskusi, l\u00f5petades Capstone projekti.<\/p>\n

Kestus<\/strong>: 5 kuud, 5 tundi n\u00e4dalas
\nKeele<\/strong>: inglise keel
\nHind<\/strong>: $1695
\nTase<\/strong>: algaja<\/p>\n

2. Become a Data Engineer Certification (Coursera<\/a><\/noindex>)<\/p>\n

\u00d5pitakse algusest peale. Sa saad j\u00e4rk-j\u00e4rgult areneda, kasutades loenguid ja praktilisi projekte oma oskuste arendamiseks. Koolituse l\u00f5puks oled valmis t\u00f6\u00f6tama ML ja big data'ga. Soovitatakse, et Python'i oskused oleksid v\u00e4hemalt algtasemel.<\/p>\n

Kestus<\/strong>: 8 kuud, 10 tundi n\u00e4dalas
\nKeele<\/strong>: inglise keel
\nHind<\/strong>\ud83d\ude15
\nTase<\/strong>: algaja<\/p>\n

3. Become a Data Engineer: Mastering the Concepts (LinkedIn Learning<\/a><\/noindex>)<\/p>\n

Sa arendad andmete projekteerimise ja DevOps oskusi, \u00f5pid looma suurandmete rakendusi, looma andmekonveiere, t\u00f6\u00f6tama reaalajas rakendustega Hazelcasti ja andmebaaside abil. Hadoop<\/a><\/noindex>.<\/p>\n

Kestus<\/strong>: s\u00f5ltub sinust
\nKeele<\/strong>: inglise keel
\nHind<\/strong>: esimene kuu \u2014 tasuta
\nTase<\/strong>: algaja<\/p>\n

4. Andmeinseneeria kursused (NetApp AFF A300 all-flash seadmestiku unboxing<\/a><\/noindex>)<\/p>\n

Siin on kogutud programmide seeria, mis tutvustab teid andmete inseneritehnika valdkonnaga ja \u00f5petab anal\u00fc\u00fctiliste lahenduste arendamist. Kursused jagunevad kategooriatesse keerukuse taseme p\u00f5hjal, nii et saate valida \u00fche vastavalt oma kogemuste tasemele. \u00d5ppimise k\u00e4igus \u00f5pite kasutama Spark'i, Hadoop'i, Azure'i ja haldama ettev\u00f5tte andmeid.<\/p>\n

Kestus<\/strong>: s\u00f5ltub sinust
\nKeele<\/strong>: inglise keel
\nHind<\/strong>: oleneb valitud kursusest
\nTase<\/strong>: algaja, keskmine, edasij\u00f5udnu<\/p>\n

5. Andmeinsener (DataQuest<\/a><\/noindex>)<\/p>\n

See kursus on ideaalne, kui teil on Pythoniga t\u00f6\u00f6tamise kogemusi ja soovite oma teadmisi s\u00fcvendada ning alustada karj\u00e4\u00e4ri andmete t\u00f6\u00f6tlemise spetsialistina. \u00d5pite ehitama andmevooge, kasutades Pythonit ja pandas't, laadima suuri andmekogumeid Postgres'i andmebaasi p\u00e4rast puhastamist, teisendamist ja kontrollimist.<\/p>\n

Kestus<\/strong>: s\u00f5ltub sinust
\nKeele<\/strong>: inglise keel
\nHind<\/strong>: oleneb tellimuse t\u00fc\u00fcbist
\nTase<\/strong>: algaja, keskmine<\/p>\n

6. Andmeinseneritehnika Google Cloudiga (Coursera<\/a><\/noindex>)<\/p>\n

See kursus aitab teil omandada oskusi, mis on vajalikud karj\u00e4\u00e4ri loomiseks suurte andmete valdkonnas. N\u00e4iteks BigQuery, Sparkiga t\u00f6\u00f6tamine. Te saate teadmisi, mis on vajalikud Google Cloudi Professionaalse Andmeinseneri tunnustuse saamiseks.<\/p>\n

Kestus<\/strong>: 4 kuud
\nKeele<\/strong>: inglise keel
\nHind<\/strong>: praegu tasuta
\nTase<\/strong>: algaja, keskmine<\/p>\n

7. Andmeinseneritehnika, Suured Andmed Google Cloudi Platvormil (Coursera<\/a><\/noindex>)<\/p>\n

Huvitav kursus, mis annab praktilisi teadmisi andmete t\u00f6\u00f6tlemise s\u00fcsteemidest GCP-s. Tundide jooksul \u00f5pite, kuidas projekteerida s\u00fcsteeme, enne arendamise protsessi alustamist. Samuti anal\u00fc\u00fcsite struktureeritud ja struktureerimata andmeid, rakendate automaatset skaleerimist ja meetodeid ML infovahetuseks.<\/p>\n

Kestus<\/strong>: 3 kuud
\nKeele<\/strong>: inglise keel
\nHind<\/strong>: praegu tasuta
\nTase<\/strong>: algaja, keskmine<\/p>\n

8. UC San Diego: Suured Andmed Spetsialiseerumine (Coursera<\/a><\/noindex>)<\/p>\n

Kursus p\u00f5hineb Hadoop'i ja Spark'i infrastruktuuri kasutamisel ning nende suurte andmete t\u00f6\u00f6tlemise meetodite rakendamisel ML protsessis. Saate tuttavaks Hadoop'i, MapReduce'i, Spark'i, Pig'i ja Hive'i p\u00f5hialustega. \u00d5pite, kuidas ehitada prognoosimudeleid ja kasutada graafika anal\u00fc\u00fcsi probleemide modelleerimiseks. Oluline on m\u00e4rkida, et selle kursuse jaoks ei ole programmeerimise kogemus vajalik.<\/p>\n

Kestus<\/strong>: 8 kuud 10 tundi n\u00e4dalas
\nKeele<\/strong>: inglise keel
\nHind<\/strong>: praegu tasuta
\nTase<\/strong>: algaja<\/p>\n

9. Suurte Andmete Taltsutamine Apache Spark'i ja Pythoniga (Udemy<\/a><\/noindex>)<\/p>\n

Saate teada, kuidas kasutada voogesituse struktuuri ja andmefreeside Spark3-s, tutvuda Amazoni Elastic MapReduce teenusega oma Hadoop klastriga t\u00f6\u00f6tamisel. \u00d5ppige tuvastama probleeme suurandmete anal\u00fc\u00fcsimisel ja m\u00f5istma, kuidas GraphX teegid t\u00f6\u00f6tavad v\u00f5rguanal\u00fc\u00fcsiga ning kuidas saate kasutada MLlib'i.<\/p>\n

Kestus<\/strong>: s\u00f5ltub sinust
\nKeele<\/strong>: inglise keel
\nHind<\/strong>: alates 800 rubla kuni $149,99 (kuidas \u00f5nnestub)
\nTase<\/strong>: algaja, keskmine<\/p>\n

10. PG Program in Big Data Engineering (upGrad<\/a><\/noindex>)<\/p>\n

See kursus tutvustab teile, kuidas Aadhaar t\u00f6\u00f6tab, kuidas Facebook isikup\u00e4rastab uudistevooge ja kuidas andmeinsenerit \u00fcldiselt kasutada. Peamised teemad h\u00f5lmavad andmete t\u00f6\u00f6tlemist (sealhulgas reaalajas t\u00f6\u00f6tlemist), MapReduce'i, suurandmete anal\u00fc\u00fcsi.<\/p>\n

Kestus<\/strong>: 11 kuud
\nKeele<\/strong>: inglise keel
\nHind<\/strong>: umbes $3000
\nTase<\/strong>: algaja<\/p>\n

11. Andmete teadlane (Skillbox<\/a><\/noindex>)<\/p>\n

Te \u00f5pite programmeerima Pythonis, uurite n\u00e4rviv\u00f5rkude \u00f5ppimise raamistikke TensorFlow ja Keras. Omandate MongoDB, PostgreSQL, SQLite3 andmebaasid, \u00f5ppige t\u00f6\u00f6tama Pandas, NumPy ja Matplotlib teekidega.<\/p>\n

Kestus<\/strong>: 300 tundi \u00f5pet
\nKeele<\/strong>: vene
\nHind<\/strong>: esimesed kuus kuud tasuta, seej\u00e4rel 3900 rubla kuus
\nTase<\/strong>: algaja<\/p>\n

12. Data Engineer 7.0 (Uued ametid labor<\/a><\/noindex>)<\/p>\n

Teid ootab s\u00fcvitsi minev uurimine Kafka, HDFS, ClickHouse, Spark, Airflow, lambda- ja kappa-arkitektuurides. \u00d5pite, kuidas \u00fchendada t\u00f6\u00f6riistu omavahel, luues andmevooge ja saavutades p\u00f5hilahenduse. \u00d5ppimiseks on vajalik minimaalne teadlikkus Python 3-st.<\/p>\n

Kestus<\/strong>: 21 tundi, 7 n\u00e4dalat
\nKeele<\/strong>: vene
\nHind<\/strong>: alates 60 000 kuni 120 000 rubla
\nTase<\/strong>: algaja<\/p>\n

Kui soovite lisada veel \u00fche hea kursuse nimekirja, v\u00f5ite kirjutada kommentaarides v\u00f5i eraviisilises s\u00f5numis. T\u00e4iendame postitust. <\/p>\n

Millest veel huvitavat lugeda blogis Cloud4Y<\/a><\/noindex><\/b><\/p>\n

\u2192 Milline on Universumi geomeetria?<\/a><\/noindex>
\n\u2192 M\u00e4ngud \u0160veitsi topograafilistel kaartidel<\/a><\/noindex>
\n\u2192 Lihtne ja v\u00e4ga l\u00fchike ajalugu \"pilvede\" arengust<\/a><\/noindex>
\n\u2192 Kuidas pank \"\u00e4ra kukkus\"<\/a><\/noindex>
\n\u2192 Arvutibr\u00e4ndid 90-ndatest, osa 3, l\u00f5pposa<\/a><\/noindex><\/p>\n

Telli meie Telegram<\/a><\/noindex>-kanal, et mitte j\u00e4\u00e4da ilma j\u00e4rgmise artikli lugemisest. Kirjutame mitte sagedamini kui kaks korda n\u00e4dalas ja ainult asjakohastel teemadel. Samuti tuletame meelde, et 21. mail kell 15:00 (Moskva aeg) korraldame veebinar<\/a><\/noindex> teema \u201e\u00c4ri(info)turvalisus kaugt\u00f6\u00f6s\u201c. Kui soovite aru saada, kuidas kaitsta tundlikku ja ettev\u00f5tte teavet t\u00f6\u00f6tajate t\u00f6\u00f6d kodust tehes \u2013 registreerige end!
\n
Allikas: habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"

\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c Statista, \u043a 2025 \u0433\u043e\u0434\u0443 \u043e\u0431\u044a\u0451\u043c \u0440\u044b\u043d\u043a\u0430 big data \u0432\u044b\u0440\u0430\u0441\u0442\u0435\u0442 \u0434\u043e 175 \u0437\u0435\u0442\u0430\u0431\u0430\u0439\u0442 \u043f\u0440\u043e\u0442\u0438\u0432 41 \u0432\u00a0 2019 (\u0433\u0440\u0430\u0444\u0438\u043a). \u0427\u0442\u043e\u0431\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u0443 \u0432 \u044d\u0442\u043e\u0439 \u0441\u0444\u0435\u0440\u0435, \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c, \u043a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438, \u0445\u0440\u0430\u043d\u044f\u0449\u0438\u043c\u0438\u0441\u044f \u0432 \u043e\u0431\u043b\u0430\u043a\u0435. Cloud4Y \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u043b \u0441\u043f\u0438\u0441\u043e\u043a \u0438\u0437 12 \u043f\u043b\u0430\u0442\u043d\u044b\u0445 \u0438 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0445 \u043a\u0443\u0440\u0441\u043e\u0432 \u043f\u043e \u0438\u043d\u0436\u0438\u043d\u0438\u0440\u0438\u043d\u0433\u0443 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0442 \u0432\u0430\u0448\u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u0432 \u044d\u0442\u043e\u0439 \u0441\u0444\u0435\u0440\u0435 \u0438 […]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":81856,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-81855","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t\n\t\n\t\n\t\n\t\n\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\n","aioseo_head_json":{"title":"\ud83e\udd4712 veebikursust andmeinsenerit\u00f6\u00f6 alal | ProHoster","description":"Statista andmetel peaks 2025. aastaks big data turg 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