{"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\/ro\/blog\/administrirovanie\/12-onlajn-kursov-po-data-engineering","title":{"rendered":"12 cursuri online de Data Engineering","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

\"12
\nConform Statista, p\u00e2n\u0103 \u00een 2025, volumul pie\u021bei big data va cre\u0219te la 175 zettabytes, comparativ cu 41 \u00een 2019 (graficul<\/a><\/noindex>). Pentru a ob\u021bine un loc de munc\u0103 \u00een acest domeniu, trebuie s\u0103 \u00een\u021belegi cum s\u0103 lucrezi cu date mari stocate \u00een cloud. Cloud4Y a preg\u0103tit o list\u0103 de 12 cursuri pl\u0103tite \u0219i gratuite de inginerie a datelor care \u00ee\u021bi vor extinde cuno\u0219tin\u021bele \u00een acest domeniu \u0219i pot deveni un bun punct de plecare pe drumul c\u0103tre certific\u0103rile cloud.<\/i><\/a><\/noindex><\/p>\n

Prefa\u021b\u0103<\/strong><\/p>\n

Ce este un specialist \u00een procesarea datelor (data engineer)? Este persoana responsabil\u0103 pentru crearea \u0219i \u00eentre\u021binerea arhitecturii datelor \u00eentr-un proiect de Data Science. Printre responsabilit\u0103\u021bile sale se poate num\u0103ra asigurarea unui flux continuu de date \u00eentre server \u0219i aplica\u021bie, integrarea de noi software-uri pentru gestionarea datelor, \u00eembun\u0103t\u0103\u021birea proceselor fundamentale de date \u0219i crearea de conducte de date.<\/p>\n

Exist\u0103 o mul\u021bime de tehnologii \u0219i instrumente pe care un data engineer trebuie s\u0103 le cunoasc\u0103 pentru a lucra cu computa\u021bia \u00een cloud, stocarea datelor, ETL (extraction, transformation, loading) \u0219i altele. Num\u0103rul abilit\u0103\u021bilor necesare cre\u0219te constant, a\u0219a c\u0103 un data engineer trebuie s\u0103 \u00ee\u0219i completeze \u00een mod regulat bagajul de cuno\u0219tin\u021be. \u00cen lista noastr\u0103 sunt cursuri pentru \u00eencep\u0103tori \u0219i speciali\u0219ti experimenta\u021bi. Alege ceea ce \u021bi se potrive\u0219te.<\/p>\n

1. \u00a0 Certificare Data Engineering Nanodegree (Udacity<\/a><\/noindex>)<\/p>\n

Ve\u021bi \u00eenv\u0103\u021ba s\u0103 proiecta\u021bi modele de date, s\u0103 crea\u021bi depozite de date \u0219i lacuri de date, s\u0103 automatiza\u021bi conductele de date \u0219i s\u0103 lucra\u021bi cu seturi mari de date. La sf\u00e2r\u0219itul programului, ve\u021bi verifica noile abilit\u0103\u021bi, finaliz\u00e2nd un proiect Capstone.<\/p>\n

Durata<\/strong>: 5 luni, 5 ore pe s\u0103pt\u0103m\u00e2n\u0103
\nLanguage<\/strong>: englez\u0103
\nPre\u021b<\/strong>: $1695
\nNivel<\/strong>: \u00eencep\u0103tor<\/p>\n

2. \u00a0 Certificare Become a Data Engineer (Coursera<\/a><\/noindex>)<\/p>\n

\u00cencepe de la zero. Te po\u021bi dezvolta pas cu pas, folosind cursuri teoretice \u0219i proiecte practice pentru a-\u021bi \u00eembun\u0103t\u0103\u021bi abilit\u0103\u021bile. La finalul preg\u0103tirii, vei fi preg\u0103tit s\u0103 lucrezi cu ML \u0219i big data. Se recomand\u0103 cunoa\u0219terea Python-ului la un nivel minim.<\/p>\n

Durata<\/strong>: 8 luni, 10 ore pe s\u0103pt\u0103m\u00e2n\u0103
\nLanguage<\/strong>: englez\u0103
\nPre\u021b<\/strong>\ud83d\ude15
\nNivel<\/strong>: \u00eencep\u0103tor<\/p>\n

3. \u00a0 Become a Data Engineer: Mastering the Concepts (LinkedIn Learning<\/a><\/noindex>)<\/p>\n

\u00ce\u021bi vei dezvolta abilit\u0103\u021bile de proiectare a datelor \u0219i abilit\u0103\u021bile DevOps, vei \u00eenv\u0103\u021ba s\u0103 creezi aplica\u021bii pentru Big Data, s\u0103 construie\u0219ti conducte de date, s\u0103 procesezi aplica\u021bii \u00een timp real folosind Hazelcast \u0219i baze de date. Hadoop<\/a><\/noindex>.<\/p>\n

Durata<\/strong>: depinde de tine
\nLanguage<\/strong>: englez\u0103
\nPre\u021b<\/strong>: prima lun\u0103 \u2014 gratuit
\nNivel<\/strong>: \u00eencep\u0103tor<\/p>\n

4. \u00a0 \u00a0 \u00a0 Cursuri de inginerie a datelor (edX<\/a><\/noindex>)<\/p>\n

Aici este adunat\u0103 o serie de programe care v\u0103 familiarizeaz\u0103 cu data engineering \u0219i v\u0103 \u00eenva\u021b\u0103 cum s\u0103 dezvolta\u021bi solu\u021bii analitice. Cursurile sunt \u00eemp\u0103r\u021bite \u00een categorii \u00een func\u021bie de nivelul de dificultate, astfel \u00eenc\u00e2t s\u0103 pute\u021bi alege unul conform nivelului dumneavoastr\u0103 de experien\u021b\u0103. Pe parcursul \u00eenv\u0103\u021b\u0103rii ve\u021bi \u00eenv\u0103\u021ba cum s\u0103 folosi\u021bi Spark, Hadoop, Azure \u0219i s\u0103 gestiona\u021bi datele corporative.<\/p>\n

Durata<\/strong>: depinde de tine
\nLanguage<\/strong>: englez\u0103
\nPre\u021b<\/strong>: depinde de cursul ales
\nNivel<\/strong>: \u00eencep\u0103tor, mediu, avansat<\/p>\n

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

Acest curs este potrivit dac\u0103 ave\u021bi experien\u021b\u0103 cu Python \u0219i dori\u021bi s\u0103 v\u0103 aprofunda\u021bi cuno\u0219tin\u021bele \u0219i s\u0103 construi\u021bi o carier\u0103 ca specialist \u00een procesarea datelor. Ve\u021bi \u00eenv\u0103\u021ba cum s\u0103 construi\u021bi conducte de date folosind Python \u0219i pandas, s\u0103 \u00eenc\u0103rca\u021bi seturi mari de date \u00een baza de date Postgres dup\u0103 cur\u0103\u021bare, transformare \u0219i validare.<\/p>\n

Durata<\/strong>: depinde de tine
\nLanguage<\/strong>: englez\u0103
\nPre\u021b<\/strong>: depinde de forma de abonament
\nNivel<\/strong>: \u00eencep\u0103tor, mediu<\/p>\n

6. Data Engineering with Google Cloud (Coursera<\/a><\/noindex>)<\/p>\n

Acest curs v\u0103 va ajuta s\u0103 dob\u00e2ndi\u021bi abilit\u0103\u021bile necesare pentru a construi o carier\u0103 \u00een domeniul big data. De exemplu, lucr\u00e2nd cu BigQuery, Spark. Ve\u021bi ob\u021bine cuno\u0219tin\u021be utile pentru a v\u0103 preg\u0103ti pentru certificarea recunoscut\u0103 \u00een industrie Google Cloud Professional Data Engineer.<\/p>\n

Durata<\/strong>: 4 luni
\nLanguage<\/strong>: englez\u0103
\nPre\u021b<\/strong>: momentan gratuit
\nNivel<\/strong>: \u00eencep\u0103tor, mediu<\/p>\n

7. Data Engineering, Big Data on Google Cloud Platform (Coursera<\/a><\/noindex>)<\/p>\n

Un curs interesant, care ofer\u0103 cuno\u0219tin\u021be practice despre sistemele de procesare a datelor \u00een GCP. \u00cen timpul cursului ve\u021bi \u00eenv\u0103\u021ba cum s\u0103 proiecta\u021bi sisteme \u00eenainte de a \u00eencepe procesul de dezvoltare. \u00cen plus, ve\u021bi analiza at\u00e2t date structurate, c\u00e2t \u0219i nestructurate, aplica scalarea automat\u0103 \u0219i metodele ML pentru a extrage informa\u021bii.<\/p>\n

Durata<\/strong>: 3 luni
\nLanguage<\/strong>: englez\u0103
\nPre\u021b<\/strong>: momentan gratuit
\nNivel<\/strong>: \u00eencep\u0103tor, mediu<\/p>\n

8. UC San Diego: Big Data Specialization (Coursera<\/a><\/noindex>)<\/p>\n

Cursul se bazeaz\u0103 pe utilizarea infrastructurii Hadoop \u0219i Spark \u0219i aplicarea acestor metode de procesare a big data \u00een procesul de ML. Ve\u021bi \u00eenv\u0103\u021ba conceptele de baz\u0103 ale utiliz\u0103rii Hadoop cu MapReduce, Spark, Pig \u0219i Hive. Ve\u021bi descoperi cum s\u0103 construi\u021bi modele predictive \u0219i s\u0103 folosi\u021bi analiza graficelor pentru modelarea problemelor. Este important de men\u021bionat c\u0103 nu este necesar\u0103 experien\u021b\u0103 de programare pentru acest curs.<\/p>\n

Durata<\/strong>: 8 luni, 10 ore pe s\u0103pt\u0103m\u00e2n\u0103
\nLanguage<\/strong>: englez\u0103
\nPre\u021b<\/strong>: momentan gratuit
\nNivel<\/strong>: \u00eencep\u0103tor<\/p>\n

9. Taming Big Data With Apache Spark and Python (Udemy<\/a><\/noindex>)<\/p>\n

Ve\u021bi \u00eenv\u0103\u021ba cum s\u0103 utiliza\u021bi structura pe flux \u0219i cadrele de date \u00een Spark3, ve\u021bi ob\u021bine o imagine de ansamblu asupra modului de a folosi serviciul Elastic MapReduce de la Amazon pentru a lucra cu clusterul dumneavoastr\u0103 \u00een Hadoop. Ve\u021bi \u00eenv\u0103\u021ba s\u0103 identifica\u021bi problemele \u00een analiza datelor mari \u0219i ve\u021bi \u00een\u021belege cum func\u021bioneaz\u0103 bibliotecile GraphX cu analiza re\u021belelor \u0219i cum pute\u021bi utiliza MLlib.<\/p>\n

Durata<\/strong>: depinde de tine
\nLanguage<\/strong>: englez\u0103
\nPre\u021b<\/strong>: de la 800 de ruble p\u00e2n\u0103 la 149,99 $ (\u00een func\u021bie de noroc)
\nNivel<\/strong>: \u00eencep\u0103tor, mediu<\/p>\n

10. \u00a0 Program PG \u00een Inginerie Big Data (upGrad<\/a><\/noindex>)<\/p>\n

Acest curs v\u0103 va oferi o imagine de ansamblu asupra modului \u00een care func\u021bioneaz\u0103 Aadhaar, cum Facebook personalizeaz\u0103 fluxul de \u0219tiri \u0219i cum poate fi utilizat\u0103 Ingineria Datelor. Subiectele cheie vor include prelucrarea datelor (inclusiv prelucrarea \u00een timp real), MapReduce \u0219i analiza datelor mari.<\/p>\n

Durata<\/strong>: 11 luni
\nLanguage<\/strong>: englez\u0103
\nPre\u021b<\/strong>: \u00een jur de 3000 $
\nNivel<\/strong>: \u00eencep\u0103tor<\/p>\n

11. \u00a0 Profesie Data Scientist (Skillbox<\/a><\/noindex>)<\/p>\n

Ve\u021bi \u00eenv\u0103\u021ba s\u0103 programa\u021bi \u00een Python, ve\u021bi studia cadrele pentru \u00eenv\u0103\u021barea re\u021belelor neuronale Tensorflow \u0219i Keras. Ve\u021bi st\u0103p\u00e2ni bazele de date MongoDB, PostgreSQL, SQLite3 \u0219i ve\u021bi \u00eenv\u0103\u021ba s\u0103 lucra\u021bi cu bibliotecile Pandas, NumPy \u0219i MatplotLib.<\/p>\n

Durata<\/strong>: 300 de ore de \u00eenv\u0103\u021bare
\nLanguage<\/strong>: rom\u00e2n\u0103
\nPre\u021b<\/strong>: primele \u0219ase luni gratuit, apoi 3900 de ruble pe lun\u0103
\nNivel<\/strong>: \u00eencep\u0103tor<\/p>\n

12. \u00a0 Data Engineer 7.0 (New Professions Lab<\/a><\/noindex>)<\/p>\n

V\u0103 a\u0219teapt\u0103 o aprofundare a studiului Kafka, HDFS, ClickHouse, Spark, Airflow, arhitectur\u0103 lambda \u0219i arhitectur\u0103 kappa. Ve\u021bi \u00eenv\u0103\u021ba s\u0103 conecta\u021bi instrumentele \u00eentre ele, form\u00e2nd fluxuri de date \u0219i ob\u021bin\u00e2nd o solu\u021bie de tip baseline. Pentu studiu este necesar un minim de cuno\u0219tin\u021be de Python 3.<\/p>\n

Durata<\/strong>: 21 de sesiuni, 7 s\u0103pt\u0103m\u00e2ni
\nLanguage<\/strong>: rom\u00e2n\u0103
\nPre\u021b<\/strong>: de la 60.000 p\u00e2n\u0103 la 120.000 de ruble
\nNivel<\/strong>: \u00eencep\u0103tor<\/p>\n

Dac\u0103 dori\u021bi s\u0103 ad\u0103uga\u021bi un alt curs bun pe list\u0103, ne pute\u021bi scrie \u00een comentarii sau \u00een mesaj privat. Vom completa postul. <\/p>\n

Ce altceva util se poate citi \u00een blog Cloud4Y<\/a><\/noindex><\/b><\/p>\n

\u2192 Care este geometria Universului?<\/a><\/noindex>
\n\u2192 P\u0103c\u0103leli pe h\u0103r\u021bile topografice ale Elve\u021biei<\/a><\/noindex>
\n\u2192 O poveste simplificat\u0103 \u0219i foarte scurt\u0103 a dezvolt\u0103rii \u00abcloud-urilor\u00bb<\/a><\/noindex>
\n\u2192 Cum s-a \u201edezm\u0103\u021bat\u201d banca<\/a><\/noindex>
\n\u2192 M\u0103rci de computere din anii '90, partea 3, concluzia<\/a><\/noindex><\/p>\n

Abona\u021bi-v\u0103 la canalul nostru Telegram<\/a><\/noindex>-canal, pentru a nu rata urm\u0103torul articol. Scriem nu mai mult de dou\u0103 ori pe s\u0103pt\u0103m\u00e2n\u0103 \u0219i doar c\u00e2nd este necesar. De asemenea, v\u0103 reamintim c\u0103 pe 21 mai la ora 15:00 (ora Moscovei) vom organiza un webinar<\/a><\/noindex> un seminar pe tema \u201eSecuritatea informa\u021biilor \u00een afaceri \u00een contextul muncii de la distan\u021b\u0103\u201d. Dac\u0103 dori\u021bi s\u0103 \u00een\u021belege\u021bi cum s\u0103 proteja\u021bi informa\u021biile sensibile \u0219i corporative c\u00e2nd angaja\u021bii lucreaz\u0103 de acas\u0103 \u2014 v\u0103 rug\u0103m s\u0103 v\u0103 \u00eenregistra\u021bi!
\n
Sursa: 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 cursuri online de Data Engineering | ProHoster","description":"Conform Statista, p\u00e2n\u0103 \u00een 2025, volumul pie\u021bei big 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