{"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\/sq\/blog\/administrirovanie\/12-onlajn-kursov-po-data-engineering","title":{"rendered":"12 kurse online p\u00ebr Inxhinierin\u00eb e t\u00eb Dh\u00ebnave","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

\"12
\nSipas t\u00eb dh\u00ebnave t\u00eb Statista, deri n\u00eb vitin 2025, voli i tregut t\u00eb big data do t\u00eb rritet n\u00eb 175 zettabayt n\u00eb krahasim me 41 n\u00eb 2019 (grafiku<\/a><\/noindex>). P\u00ebr t\u00eb fituar nj\u00eb pun\u00eb n\u00eb k\u00ebt\u00eb fush\u00eb, duhet t\u00eb kuptoni si t\u00eb punoni me t\u00eb dh\u00ebnat e m\u00ebdha q\u00eb ruhen n\u00eb cloud. Cloud4Y ka p\u00ebrgatitur nj\u00eb list\u00eb me 12 kurse t\u00eb paguara dhe falas n\u00eb inxhinierin\u00eb e t\u00eb dh\u00ebnave, t\u00eb cilat do t\u00eb zgjeronin njohurit\u00eb tuaja n\u00eb k\u00ebt\u00eb fush\u00eb dhe mund t\u00eb jen\u00eb nj\u00eb pik\u00eb shum\u00eb e mir\u00eb fillestare n\u00eb rrug\u00ebn drejt certifikimeve cloud.<\/i><\/a><\/noindex><\/p>\n

Parath\u00ebnie<\/strong><\/p>\n

\u00c7far\u00eb \u00ebsht\u00eb nj\u00eb specialist n\u00eb p\u00ebrpunimin e t\u00eb dh\u00ebnave (data engineer)? Ky \u00ebsht\u00eb nj\u00eb person q\u00eb p\u00ebrgjigjet p\u00ebr krijimin dhe mb\u00ebshtetje t\u00eb arkitektur\u00ebs s\u00eb t\u00eb dh\u00ebnave n\u00eb nj\u00eb projekt t\u00eb Data Science. Detyrat e tij mund t\u00eb p\u00ebrfshijn\u00eb sigurimin e nj\u00eb fluksi t\u00eb pand\u00ebrprer\u00eb t\u00eb t\u00eb dh\u00ebnave midis serverit dhe aplikacionit, integrimin e softuer\u00ebve t\u00eb rinj p\u00ebr menaxhimin e t\u00eb dh\u00ebnave, p\u00ebrmir\u00ebsimin e proceseve themelore t\u00eb t\u00eb dh\u00ebnave dhe krijimin e linjave t\u00eb t\u00eb dh\u00ebnave.<\/p>\n

Ka nj\u00eb num\u00ebr t\u00eb madh teknologjish dhe mjetesh q\u00eb nj\u00eb data engineer duhet t\u00eb njoh\u00eb p\u00ebr t\u00eb punuar me llogaritjet cloud, depozitat e t\u00eb dh\u00ebnave, ETL (ekspertizim, transformim, ngarkim) etj. P\u00ebr m\u00eb tep\u00ebr, numri i aft\u00ebsive t\u00eb k\u00ebrkuara po rritet vazhdimisht, andaj nj\u00eb data engineer duhet t\u00eb plot\u00ebsoj\u00eb rregullisht bagazhin e tij\/sa saj me njohuri. N\u00eb list\u00ebn ton\u00eb ka kurse p\u00ebr fillestar\u00eb dhe profesionist\u00eb t\u00eb avancuar. Zgjidhni at\u00eb q\u00eb ju p\u00ebrshtatet m\u00eb s\u00eb miri.<\/p>\n

1. \u00a0 Certifikata Nanodegree n\u00eb Inxhinierin\u00eb e T\u00eb Dh\u00ebnave (Udacity<\/a><\/noindex>)<\/p>\n

Do t\u00eb m\u00ebsoni t\u00eb dizajnoni modele t\u00eb dh\u00ebnash, t\u00eb krijoni depozita t\u00eb dh\u00ebnash dhe liqene t\u00eb dh\u00ebnash, t\u00eb automatizoni linjat e t\u00eb dh\u00ebnave dhe t\u00eb punoni me grupe t\u00eb m\u00ebdha t\u00eb dh\u00ebnash. N\u00eb fund t\u00eb programit do t\u00eb kontrolloni aft\u00ebsit\u00eb tuaja t\u00eb reja duke p\u00ebrfunduar nj\u00eb projekt Capstone.<\/p>\n

Koh\u00ebzgjatja<\/strong>: 5 muaj, 5 or\u00eb n\u00eb jav\u00eb
\nGjuha<\/strong>: anglishte
\n\u00c7mimi<\/strong>: $1695
\nNiveli<\/strong>: fillestar<\/p>\n

2. \u00a0 Certifikata p\u00ebr t\u00eb b\u00ebr\u00eb nj\u00eb Data Engineer (Coursera<\/a><\/noindex>)<\/p>\n

M\u00ebsojn\u00eb nga fillimi. Ju mund t\u00eb zhvilloheni hap pas hapi, duke p\u00ebrdorur leksione dhe projekte praktike p\u00ebr t\u00eb punuar mbi aft\u00ebsit\u00eb tuaja. N\u00eb fund t\u00eb trajnimitt do t\u00eb jeni t\u00eb gatsh\u00ebm t\u00eb punoni me ML dhe t\u00eb dh\u00ebna t\u00eb m\u00ebdha. Rekomandohet t\u00eb keni njohuri mbi Python, edhe n\u00eb nj\u00eb nivel minimal.<\/p>\n

Koh\u00ebzgjatja<\/strong>: 8 muaj, 10 or\u00eb n\u00eb jav\u00eb
\nGjuha<\/strong>: anglishte
\n\u00c7mimi<\/strong>\ud83d\ude15
\nNiveli<\/strong>: fillestar<\/p>\n

3. \u00a0 T\u00eb b\u00ebsh nj\u00eb Data Engineer: Masterimi i Konceptve (LinkedIn Learning<\/a><\/noindex>)<\/p>\n

Do t\u00eb zhvilloni aft\u00ebsi n\u00eb dizajnimin e t\u00eb dh\u00ebnave dhe aft\u00ebsi DevOps, do t\u00eb m\u00ebsoni si t\u00eb krijoni aplikacione p\u00ebr Big Data, t\u00eb krijoni linja t\u00eb t\u00eb dh\u00ebnave, t\u00eb p\u00ebrpunoni aplikacione n\u00eb koh\u00eb reale duke p\u00ebrdorur Hazelcast dhe baz\u00ebn e t\u00eb dh\u00ebnave. Hadoop<\/a><\/noindex>.<\/p>\n

Koh\u00ebzgjatja<\/strong>: varet nga ju
\nGjuha<\/strong>: anglishte
\n\u00c7mimi<\/strong>: muaji i par\u00eb \u2014 falas
\nNiveli<\/strong>: fillestar<\/p>\n

4. \u00a0 \u00a0 \u00a0 Kurset n\u00eb Inxhinierin\u00eb e T\u00eb Dh\u00ebnave (edX<\/a><\/noindex>)<\/p>\n

Ky \u00ebsht\u00eb nj\u00eb seri programesh q\u00eb ju njohin me inxhinierin\u00eb e t\u00eb dh\u00ebnave dhe ju m\u00ebsojn\u00eb zhvillimin e zgjidhjeve analitike. Kurset ndahen n\u00eb kategori sipas nivelit t\u00eb v\u00ebshtir\u00ebsis\u00eb, k\u00ebshtu q\u00eb mund t\u00eb zgjidhni nj\u00eb n\u00eb p\u00ebrputhje me nivelin tuaj t\u00eb p\u00ebrvoj\u00ebs. Gjat\u00eb m\u00ebsimit do t\u00eb m\u00ebsoni si t\u00eb p\u00ebrdorni Spark, Hadoop, Azure dhe si t\u00eb menaxhoni t\u00eb dh\u00ebnat e nd\u00ebrmarrjeve.<\/p>\n

Koh\u00ebzgjatja<\/strong>: varet nga ju
\nGjuha<\/strong>: anglishte
\n\u00c7mimi<\/strong>: varet nga kursi i zgjedhur
\nNiveli<\/strong>: fillestar, i mes\u00ebm, i avancuar<\/p>\n

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

Ky kurs \u00ebsht\u00eb i p\u00ebrshtatsh\u00ebm p\u00ebr ju n\u00ebse keni p\u00ebrvoj\u00eb me Python dhe d\u00ebshironi t\u00eb thelloni njohurit\u00eb tuaja dhe t\u00eb zhvilloni nj\u00eb karrier\u00eb si specialist i p\u00ebrpunimit t\u00eb t\u00eb dh\u00ebnave. Do t\u00eb m\u00ebsoni si t\u00eb nd\u00ebrtoni pipeline t\u00eb dh\u00ebnash duke p\u00ebrdorur Python dhe pandas, si edhe si t\u00eb ngarkoni grupe t\u00eb m\u00ebdha t\u00eb dh\u00ebnash n\u00eb DB Postgres pas pastrimit, transformimit dhe verifikimit.<\/p>\n

Koh\u00ebzgjatja<\/strong>: varet nga ju
\nGjuha<\/strong>: anglishte
\n\u00c7mimi<\/strong>: varet nga forma e abonimit
\nNiveli<\/strong>: fillestar, i mes\u00ebm<\/p>\n

6. Inxhinieria e t\u00eb Dh\u00ebnave me Google Cloud (Coursera<\/a><\/noindex>)<\/p>\n

Ky kurs do t'ju ndihmoj\u00eb t\u00eb fitoni aft\u00ebsit\u00eb e nevojshme p\u00ebr t\u00eb nd\u00ebrtuar nj\u00eb karrier\u00eb n\u00eb fush\u00ebn e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha. P\u00ebr shembull, puna me BigQuery, Spark. Do t\u00eb merrni njohuri t\u00eb vlefshme p\u00ebr t'u p\u00ebrgatitur p\u00ebr certifikimin e njohur n\u00eb industri si Google Cloud Professional Data Engineer.<\/p>\n

Koh\u00ebzgjatja<\/strong>: 4 muaj
\nGjuha<\/strong>: anglishte
\n\u00c7mimi<\/strong>: p\u00ebr momentin falas
\nNiveli<\/strong>: fillestar, i mes\u00ebm<\/p>\n

7. Inxhinieria e t\u00eb Dh\u00ebnave, Big Data n\u00eb Platform\u00ebn Google Cloud (Coursera<\/a><\/noindex>)<\/p>\n

Nj\u00eb kurs interesant q\u00eb ofron njohuri praktike mbi sistemet e p\u00ebrpunimit t\u00eb t\u00eb dh\u00ebnave n\u00eb GCP. Gjat\u00eb m\u00ebsimeve do t\u00eb m\u00ebsoni si t\u00eb dizajnoni sisteme p\u00ebrpara se t\u00eb filloni procesin e zhvillimit. P\u00ebrve\u00e7 k\u00ebsaj, do t\u00eb analizoni si t\u00eb dh\u00ebna strukturore ashtu edhe t\u00eb dh\u00ebna t\u00eb pa strukturuara, do t\u00eb aplikoni shkall\u00ebzimin automatik dhe do t\u00eb p\u00ebrdorni metoda t\u00eb ML p\u00ebr nxjerrjen e informacionit.<\/p>\n

Koh\u00ebzgjatja<\/strong>: 3 muaj
\nGjuha<\/strong>: anglishte
\n\u00c7mimi<\/strong>: p\u00ebr momentin falas
\nNiveli<\/strong>: fillestar, i mes\u00ebm<\/p>\n

8. UC San Diego: Specializimi n\u00eb Big Data (Coursera<\/a><\/noindex>)<\/p>\n

Kursi \u00ebsht\u00eb i bazuar n\u00eb p\u00ebrdorimin e infrastruktur\u00ebs Hadoop dhe Spark dhe aplikimin e k\u00ebtyre metodave t\u00eb p\u00ebrpunimit t\u00eb t\u00eb dh\u00ebnave t\u00eb m\u00ebdha n\u00eb procesin e ML. Do t\u00eb njiheni me bazat e p\u00ebrdorimit t\u00eb Hadoop me MapReduce, Spark, Pig dhe Hive. Do t\u00eb m\u00ebsoni si t\u00eb nd\u00ebrtoni modele parashikuese dhe si t\u00eb p\u00ebrdorni analitik\u00ebn e grafik\u00ebve p\u00ebr modelimin e problemeve. Vlen t\u00eb p\u00ebrmendet se p\u00ebr k\u00ebt\u00eb kurs nuk k\u00ebrkohet p\u00ebrvoj\u00eb n\u00eb programim.<\/p>\n

Koh\u00ebzgjatja<\/strong>: 8 muaj me 10 or\u00eb n\u00eb jav\u00eb
\nGjuha<\/strong>: anglishte
\n\u00c7mimi<\/strong>: p\u00ebr momentin falas
\nNiveli<\/strong>: fillestar<\/p>\n

9. Zbutja e Big Data me Apache Spark dhe Python (Udemy<\/a><\/noindex>)<\/p>\n

Do t\u00eb m\u00ebsoni se si t\u00eb p\u00ebrdorni struktura t\u00eb rrjedh\u00ebs dhe korniza t\u00eb dh\u00ebnash n\u00eb Spark3, do t\u00eb merrni nj\u00eb pasqyr\u00eb se si t\u00eb p\u00ebrdorni sh\u00ebrbimin Elastic MapReduce t\u00eb Amazon p\u00ebr t\u00eb punuar me klasterin tuaj n\u00eb Hadoop. Do t\u00eb m\u00ebsoni si t\u00eb identifikoni problemet gjat\u00eb analizimit t\u00eb t\u00eb dh\u00ebnave t\u00eb m\u00ebdha dhe do t\u00eb kuptoni si bibliotekat GraphX punojn\u00eb me analiz\u00ebn e rrjetit dhe si mund t\u00eb p\u00ebrdorni MLlib.<\/p>\n

Koh\u00ebzgjatja<\/strong>: varet nga ju
\nGjuha<\/strong>: anglishte
\n\u00c7mimi<\/strong>: nga 800 rubla deri n\u00eb $149,99 (sipas fatit)
\nNiveli<\/strong>: fillestar, i mes\u00ebm<\/p>\n

10. PG Program n\u00eb Inxhinierin\u00eb e t\u00eb Dh\u00ebnave t\u00eb M\u00ebdha (upGrad<\/a><\/noindex>)<\/p>\n

Ky kurs do t'ju ofroj\u00eb nj\u00eb pasqyr\u00eb se si funksionon Aadhaar, si Facebook personalizon rrjedh\u00ebn e lajmeve dhe se si mund t\u00eb p\u00ebrdoret Inxhinieria e t\u00eb Dh\u00ebnave. Temat kryesore do t\u00eb jen\u00eb p\u00ebrpunimi i t\u00eb dh\u00ebnave (p\u00ebrfshir\u00eb p\u00ebrpunimin n\u00eb koh\u00eb reale), MapReduce, dhe analiza e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha.<\/p>\n

Koh\u00ebzgjatja<\/strong>: 11 muaj
\nGjuha<\/strong>: anglishte
\n\u00c7mimi<\/strong>: rreth $3000
\nNiveli<\/strong>: fillestar<\/p>\n

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

Do t\u00eb m\u00ebsoni t\u00eb programoni n\u00eb Python, t\u00eb studioni kornizat p\u00ebr trajnimin e rrjeteve neuronale Tensorflow dhe Keras. Do t\u00eb zot\u00ebroni bazat e t\u00eb dh\u00ebnave MongoDB, PostgreSQL, SQLite3, dhe do t\u00eb m\u00ebsoni t\u00eb punoni me bibliotekat Pandas, NumPy dhe Matplotlib.<\/p>\n

Koh\u00ebzgjatja<\/strong>: 300 or\u00eb m\u00ebsimi
\nGjuha<\/strong>: rusisht
\n\u00c7mimi<\/strong>: gjasht\u00eb muajt e par\u00eb falas, pastaj 3900 rubla n\u00eb muaj
\nNiveli<\/strong>: fillestar<\/p>\n

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

Do t\u00eb prisni nj\u00eb studim t\u00eb thell\u00eb t\u00eb Kafka, HDFS, ClickHouse, Spark, Airflow, arkitekturave lambda dhe kappa. Do t\u00eb m\u00ebsoni si t\u00eb lidheni mjetet me nj\u00ebri-tjetrin, duke formuar linjat e pun\u00ebs, duke marr\u00eb zgjidhje baz\u00eb. Nj\u00eb njohuri minimale e Python 3 k\u00ebrkohet p\u00ebr studim.<\/p>\n

Koh\u00ebzgjatja<\/strong>: 21 m\u00ebsim, 7 jav\u00eb
\nGjuha<\/strong>: rusisht
\n\u00c7mimi<\/strong>: nga 60,000 deri n\u00eb 120,000 rubla
\nNiveli<\/strong>: fillestar<\/p>\n

N\u00ebse keni d\u00ebshir\u00eb t\u00eb shtoni nj\u00eb kurs tjet\u00ebr t\u00eb mir\u00eb n\u00eb list\u00eb, mund t\u00eb shkruani n\u00eb komentet ose n\u00eb mesazhe private. Ne do ta plot\u00ebsojm\u00eb postimin. <\/p>\n

\u00c7far\u00eb tjet\u00ebr mund t\u00eb lexoni n\u00eb blog Cloud4Y<\/a><\/noindex><\/b><\/p>\n

\u2192 Cila \u00ebsht\u00eb geometria e Universit?<\/a><\/noindex>
\n\u2192 Easter eggs n\u00eb hartat topografike t\u00eb Zvicr\u00ebs<\/a><\/noindex>
\n\u2192 Nj\u00eb histori e thjesht\u00eb dhe shum\u00eb e shkurt\u00ebr e zhvillimit t\u00eb 'reteve t\u00eb cloud'<\/a><\/noindex>
\n\u2192 Si \"u prish\" banka<\/a><\/noindex>
\n\u2192 Markat e kompjuter\u00ebve t\u00eb viteve '90, pjesa 3, p\u00ebrfundimtare<\/a><\/noindex><\/p>\n

Abonohuni n\u00eb Telegram<\/a><\/noindex>-kanal, p\u00ebr t\u00eb mos humbur artikullin tjet\u00ebr. Shkruajm\u00eb jo m\u00eb shpesh se dy her\u00eb n\u00eb jav\u00eb dhe vet\u00ebm p\u00ebr ndonj\u00eb \u00e7\u00ebshtje. Gjithashtu, kujtojm\u00eb se m\u00eb 21 maj n\u00eb or\u00ebn 15:00 (me or\u00ebn e Mosk\u00ebs) do t\u00eb organizojm\u00eb webinari<\/a><\/noindex> n\u00eb tem\u00ebn \"Siguria e informacionit t\u00eb biznesit gjat\u00eb pun\u00ebs n\u00eb distanc\u00eb\". N\u00ebse d\u00ebshironi t\u00eb kuptoni se si t\u00eb mbrojni informacionin e ndjesh\u00ebm dhe korporativ gjat\u00eb pun\u00ebs s\u00eb punonj\u00ebsve nga sht\u00ebpia - regjistrohuni!
\n
Burimi: 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. 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