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

\"12
\nPod\u013ea \u00fadajov spolo\u010dnosti Statista sa do roku 2025 objem trhu s big data zv\u00fd\u0161i na 175 zettabajtov oproti 41 v roku 2019 (graf<\/a><\/noindex>). Aby ste z\u00edskali pr\u00e1cu v tejto oblasti, mus\u00edte rozumie\u0165 pr\u00e1ci s ve\u013ek\u00fdmi d\u00e1tami, ktor\u00e9 s\u00fa ulo\u017een\u00e9 v cloude. Cloud4Y pripravilo zoznam 12 platen\u00fdch a bezplatn\u00fdch kurzov zameran\u00fdch na in\u017einierstvo d\u00e1t, ktor\u00e9 roz\u0161\u00edria va\u0161e vedomosti v tejto oblasti a m\u00f4\u017eu by\u0165 dobr\u00fdm v\u00fdchodiskov\u00fdm bodom na ceste k certifik\u00e1ci\u00e1m v cloude.<\/i><\/a><\/noindex><\/p>\n

\u00davod<\/strong><\/p>\n

\u010co je to \u0161pecialista na spracovanie d\u00e1t (data engineer)? Je to osoba, ktor\u00e1 zodpoved\u00e1 za vytv\u00e1ranie a \u00fadr\u017ebu architekt\u00fary d\u00e1t v projekte Data Science. Jeho \u00falohy m\u00f4\u017eu zah\u0155\u0148a\u0165 zabezpe\u010denie bezprobl\u00e9mov\u00e9ho prenosu d\u00e1t medzi serverom a aplik\u00e1ciou, integr\u00e1ciu nov\u00e9ho softv\u00e9ru na spr\u00e1vu d\u00e1t, zlep\u0161ovanie z\u00e1kladn\u00fdch procesov d\u00e1t a vytv\u00e1ranie d\u00e1tov\u00fdch potrub\u00ed.<\/p>\n

Existuje obrovsk\u00e9 mno\u017estvo technol\u00f3gi\u00ed a n\u00e1strojov, ktor\u00e9 by mal ovl\u00e1da\u0165 data engineer, aby mohol pracova\u0165 s cloudov\u00fdm po\u010d\u00edtan\u00edm, d\u00e1tov\u00fdmi skladmi, ETL (extraction, transformation, loading) at\u010f. Po\u010det potrebn\u00fdch zru\u010dnost\u00ed neust\u00e1le rastie, preto sa od data engineera vy\u017eaduje pravideln\u00e9 dop\u013a\u0148anie svojich vedomost\u00ed. V na\u0161om zozname s\u00fa kurzy pre za\u010diato\u010dn\u00edkov aj sk\u00fasen\u00fdch odborn\u00edkov. Vyberte si, \u010do v\u00e1m najviac vyhovuje.<\/p>\n

1. \u00a0 Certifik\u00e1cia Nanodegree v oblasti in\u017einierstva d\u00e1t (edX<\/a><\/noindex>)<\/p>\n

Nau\u010d\u00edte sa navrhova\u0165 modely d\u00e1t, vytv\u00e1ra\u0165 d\u00e1tov\u00e9 sklady a d\u00e1tov\u00e9 jazer\u00e1, automatizova\u0165 d\u00e1tov\u00e9 potrubia a pracova\u0165 s rozsiahlymi datasetmi. Na konci programu si over\u00edte svoje nov\u00e9 zru\u010dnosti dokon\u010den\u00edm projektu Capstone.<\/p>\n

D\u013a\u017eka trvania<\/strong>: 5 mesiacov, 5 hod\u00edn t\u00fd\u017edenne
\nJazyk<\/strong>: angli\u010dtina
\nCena<\/strong>: $1695
\n\u00darove\u0148<\/strong>: z\u00e1kladn\u00e1<\/p>\n

2. \u00a0 Sta\u0148te sa certifikovan\u00fdm data engineerom (Coursera<\/a><\/noindex>)<\/p>\n

U\u010dia od z\u00e1kladov. M\u00f4\u017eete sa postupne rozv\u00edja\u0165 pomocou predn\u00e1\u0161ok a praktick\u00fdch projektov na zdokona\u013eovan\u00ed svojich zru\u010dnost\u00ed. Na konci \u0161t\u00fadia budete pripraven\u00ed pracova\u0165 s ML a ve\u013ek\u00fdmi d\u00e1tami. Odpor\u00fa\u010da sa ma\u0165 aspo\u0148 z\u00e1kladn\u00e9 znalosti Pythona.<\/p>\n

D\u013a\u017eka trvania<\/strong>: 8 mesiacov, 10 hod\u00edn t\u00fd\u017edenne
\nJazyk<\/strong>: angli\u010dtina
\nCena<\/strong>\ud83d\ude15
\n\u00darove\u0148<\/strong>: z\u00e1kladn\u00e1<\/p>\n

3. \u00a0 Sta\u0148te sa data engineerom: Ovl\u00e1dnutie konceptov (LinkedIn Learning<\/a><\/noindex>)<\/p>\n

Rozviniete zru\u010dnosti navrhovania d\u00e1t a zru\u010dnosti DevOps, nau\u010d\u00edte sa vytv\u00e1ra\u0165 aplik\u00e1cie pre Big Data, vytv\u00e1ra\u0165 d\u00e1tov\u00e9 potrubia, spracov\u00e1va\u0165 aplik\u00e1cie v re\u00e1lnom \u010dase pomocou Hazelcast a datab\u00e1z. Hadoop<\/a><\/noindex>.<\/p>\n

D\u013a\u017eka trvania<\/strong>: z\u00e1vis\u00ed od v\u00e1s
\nJazyk<\/strong>: angli\u010dtina
\nCena<\/strong>: prv\u00fd mesiac \u2013 zadarmo
\n\u00darove\u0148<\/strong>: z\u00e1kladn\u00e1<\/p>\n

4. \u00a0 \u00a0 \u00a0 Kurzy in\u017einierstva d\u00e1t (Pr\u00edspevky z n\u00e1\u0161ho blogu:<\/a><\/noindex>)<\/p>\n

Toto je s\u00e9ria programov, ktor\u00e9 v\u00e1s zoznamuj\u00fa s data engineering a u\u010dia v\u00e1s vyv\u00edja\u0165 anal\u00fdzov\u00e9 rie\u0161enia. Kurzy s\u00fa rozdelen\u00e9 do kateg\u00f3ri\u00ed pod\u013ea \u00farovne obtia\u017enosti, tak\u017ee si m\u00f4\u017eete vybra\u0165 jeden pod\u013ea va\u0161ich sk\u00fasenost\u00ed. Po\u010das \u0161t\u00fadia sa nau\u010d\u00edte pou\u017e\u00edva\u0165 Spark, Hadoop, Azure a spravova\u0165 podnikov\u00e9 \u00fadaje.<\/p>\n

D\u013a\u017eka trvania<\/strong>: z\u00e1vis\u00ed od v\u00e1s
\nJazyk<\/strong>: angli\u010dtina
\nCena<\/strong>: z\u00e1vis\u00ed od vybran\u00e9ho kurzu
\n\u00darove\u0148<\/strong>: z\u00e1kladn\u00fd, stredn\u00fd, pokro\u010dil\u00fd<\/p>\n

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

Tento kurz je vhodn\u00fd, ak m\u00e1te sk\u00fasenosti s Pythonom a chcete si prehlbova\u0165 svoje znalosti a vybudova\u0165 si kari\u00e9ru ako odborn\u00edk na spracovanie \u00fadajov. Nau\u010d\u00edte sa budova\u0165 d\u00e1tov\u00e9 pipeline pomocou Pythonu a pandas, na\u010d\u00edta\u0165 ve\u013ek\u00e9 s\u00fabory \u00fadajov do datab\u00e1zy Postgres po ich \u010disten\u00ed, transform\u00e1cii a overovan\u00ed.<\/p>\n

D\u013a\u017eka trvania<\/strong>: z\u00e1vis\u00ed od v\u00e1s
\nJazyk<\/strong>: angli\u010dtina
\nCena<\/strong>: z\u00e1vis\u00ed od formy predplatn\u00e9ho
\n\u00darove\u0148<\/strong>: z\u00e1kladn\u00fd, stredn\u00fd<\/p>\n

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

Tento kurz v\u00e1m pom\u00f4\u017ee z\u00edska\u0165 zru\u010dnosti potrebn\u00e9 na budovanie kari\u00e9ry v oblasti spr\u00e1vy ve\u013ek\u00fdch \u00fadajov. Napr\u00edklad pr\u00e1ca s BigQuery, Spark. Z\u00edskate vedomosti, ktor\u00e9 sa v\u00e1m z\u00eddu pri pr\u00edprave na uzn\u00e1van\u00fa certifik\u00e1ciu v oblasti Google Cloud Professional Data Engineer.<\/p>\n

D\u013a\u017eka trvania<\/strong>: 4 mesiace
\nJazyk<\/strong>: angli\u010dtina
\nCena<\/strong>: zatia\u013e zadarmo
\n\u00darove\u0148<\/strong>: z\u00e1kladn\u00fd, stredn\u00fd<\/p>\n

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

Zauj\u00edmav\u00fd kurz, ktor\u00fd poskytuje praktick\u00e9 vedomosti o syst\u00e9moch spracovania \u00fadajov v GCP. Po\u010das hod\u00edn sa nau\u010d\u00edte, ako navrhn\u00fa\u0165 syst\u00e9my, ne\u017e za\u010dnete vyv\u00edja\u0165. Okrem toho budete analyzova\u0165 ako \u0161trukt\u00farovan\u00e9, tak aj ne\u0161trukt\u00farovan\u00e9 \u00fadaje, aplikova\u0165 automatick\u00e9 \u0161k\u00e1lovanie a vyu\u017e\u00edva\u0165 met\u00f3dy ML na extrakciu inform\u00e1ci\u00ed.<\/p>\n

D\u013a\u017eka trvania<\/strong>: 3 mesiace
\nJazyk<\/strong>: angli\u010dtina
\nCena<\/strong>: zatia\u013e zadarmo
\n\u00darove\u0148<\/strong>: z\u00e1kladn\u00fd, stredn\u00fd<\/p>\n

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

Kurz je zalo\u017een\u00fd na vyu\u017e\u00edvan\u00ed infra\u0161trukt\u00fary Hadoop a Spark a aplik\u00e1cii t\u00fdchto met\u00f3d spracovania ve\u013ek\u00fdch \u00fadajov v procese ML. Spozn\u00e1te z\u00e1klady pou\u017eitia Hadoop s MapReduce, Spark, Pig a Hive. Nau\u010d\u00edte sa, ako budova\u0165 predik\u010dn\u00e9 modely a vyu\u017e\u00edva\u0165 anal\u00fdzu grafov na modelovanie probl\u00e9mov. Treba poznamena\u0165, \u017ee na tento kurz nie je potrebn\u00e1 znalos\u0165 programovania.<\/p>\n

D\u013a\u017eka trvania<\/strong>: 8 mesiacov po 10 hod\u00edn t\u00fd\u017edenne
\nJazyk<\/strong>: angli\u010dtina
\nCena<\/strong>: zatia\u013e zadarmo
\n\u00darove\u0148<\/strong>: z\u00e1kladn\u00e1<\/p>\n

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

Zist\u00edte, ako pou\u017e\u00edva\u0165 pr\u00fadov\u00fa \u0161trukt\u00faru a r\u00e1mce \u00fadajov v Spark3, z\u00edskate preh\u013ead o tom, ako pou\u017e\u00edva\u0165 slu\u017ebu Elastic MapReduce od Amazonu na pr\u00e1cu so svoj\u00edm klastrom v Hadoop. Nau\u010d\u00edte sa identifikova\u0165 probl\u00e9my pri anal\u00fdze ve\u013ek\u00fdch \u00fadajov a porozumiete, ako kni\u017enice GraphX pracuj\u00fa s sie\u0165ovou anal\u00fdzou a ako m\u00f4\u017eete pou\u017ei\u0165 MLlib.<\/p>\n

D\u013a\u017eka trvania<\/strong>: z\u00e1vis\u00ed od v\u00e1s
\nJazyk<\/strong>: angli\u010dtina
\nCena<\/strong>: od 800 rub\u013eov do 149,99 dol\u00e1rov (ako sa to podar\u00ed)
\n\u00darove\u0148<\/strong>: z\u00e1kladn\u00fd, stredn\u00fd<\/p>\n

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

Tento kurz v\u00e1m poskytne preh\u013ead o tom, ako funguje Aadhaar, ako Facebook personalizuje svoj news feed a ako mo\u017eno celkovo vyu\u017ei\u0165 Data Engineering. K\u013e\u00fa\u010dov\u00fdmi t\u00e9mami bud\u00fa spracovanie d\u00e1t (vr\u00e1tane spracovania v re\u00e1lnom \u010dase), MapReduce, anal\u00fdza ve\u013ek\u00fdch d\u00e1t.<\/p>\n

D\u013a\u017eka trvania<\/strong>: 11 mesiacov
\nJazyk<\/strong>: angli\u010dtina
\nCena<\/strong>: v okol\u00ed 3000 dol\u00e1rov
\n\u00darove\u0148<\/strong>: z\u00e1kladn\u00e1<\/p>\n

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

Nau\u010d\u00edte sa programova\u0165 v Pythone, sk\u00famate r\u00e1mce pre u\u010denie neur\u00f3nov\u00fdch siet\u00ed Tensorflow a Keras. Ovl\u00e1dnete datab\u00e1zy MongoDB, PostgreSQL, SQLite3, nau\u010d\u00edte sa pracova\u0165 s kni\u017enicami Pandas, NumPy a Matplotlib.<\/p>\n

D\u013a\u017eka trvania<\/strong>: 300 hod\u00edn vzdel\u00e1vania
\nJazyk<\/strong>: ru\u0161tina
\nCena<\/strong>: prv\u00e9 pol roka zadarmo, potom 3900 rub\u013eov mesa\u010dne
\n\u00darove\u0148<\/strong>: z\u00e1kladn\u00e1<\/p>\n

12. Data Engineer 7.0 (Nov\u00e9 profesie Lab<\/a><\/noindex>)<\/p>\n

\u010cak\u00e1 v\u00e1s hlbok\u00e9 \u0161t\u00fadium Kafka, HDFS, ClickHouse, Spark, Airflow, lambda-architekt\u00farov a kappa-architekt\u00farov. Nau\u010d\u00edte sa prep\u00e1ja\u0165 n\u00e1stroje navz\u00e1jom, vytv\u00e1raj\u00fac pipeline, a dosiahnete baseline rie\u0161enie. Na \u0161t\u00fadium je vy\u017eadovan\u00e9 minim\u00e1lne znalos\u0165 Pythona 3.<\/p>\n

D\u013a\u017eka trvania<\/strong>: 21 lekcia, 7 t\u00fd\u017ed\u0148ov
\nJazyk<\/strong>: ru\u0161tina
\nCena<\/strong>: od 60 000 do 120 000 rub\u013eov
\n\u00darove\u0148<\/strong>: z\u00e1kladn\u00e1<\/p>\n

Ak m\u00e1te chu\u0165 prida\u0165 do zoznamu \u010fal\u0161\u00ed dobr\u00fd kurz, m\u00f4\u017eete nap\u00edsa\u0165 do koment\u00e1rov alebo do s\u00fakromn\u00fdch spr\u00e1v. Dopln\u00edme pr\u00edspevok. <\/p>\n

\u010co \u010fal\u0161ie u\u017eito\u010dn\u00e9 si m\u00f4\u017eete pre\u010d\u00edta\u0165 na blogu Cloud4Y<\/a><\/noindex><\/b><\/p>\n

\u2192 Ak\u00e1 je geometria vesm\u00edru?<\/a><\/noindex>
\n\u2192 Ve\u013ekono\u010dn\u00e9 vaj\u00ed\u010dka na topografick\u00fdch map\u00e1ch \u0160vaj\u010diarska<\/a><\/noindex>
\n\u2192 Zjednodu\u0161en\u00e1 a ve\u013emi kr\u00e1tka hist\u00f3ria v\u00fdvoja \u201ecloudov\u201c<\/a><\/noindex>
\n\u2192 Ako sa bank zr\u00fatil<\/a><\/noindex>
\n\u2192 Po\u010d\u00edta\u010dov\u00e9 zna\u010dky 90-tych rokov, \u010das\u0165 3, z\u00e1ver<\/a><\/noindex><\/p>\n

Prihl\u00e1ste sa na n\u00e1\u0161 Telegram<\/a><\/noindex>-kan\u00e1l, aby ste nezme\u0161kali \u010fal\u0161\u00ed \u010dl\u00e1nok. P\u00ed\u0161eme nie \u010dastej\u0161ie ako dvakr\u00e1t za t\u00fd\u017ede\u0148 a len k veci. Taktie\u017e pripom\u00edname, \u017ee 21. m\u00e1ja o 15:00 (MSK) usporiadame webin\u00e1r<\/a><\/noindex> t\u00e9mu \"Informa\u010dn\u00e1 bezpe\u010dnos\u0165 podnikania pri pr\u00e1ci na dia\u013eku\". Ak chcete rozumie\u0165, ako chr\u00e1ni\u0165 citliv\u00e9 a firemn\u00e9 inform\u00e1cie pri pr\u00e1ci zamestnancov z domu \u2014 registrujte sa!
\n
Zdroj: 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 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