{"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 Data Engineering","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><img decoding=\"async\" alt=\"12 kurse online p\u00ebr Data Engineering\" src=\"\/wp-content\/uploads\/2020\/05\/3fbf361b6a4e77992eea85015268eaa4.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Sipas Statista, deri n\u00eb vitin 2025, volumi i tregut t\u00eb big data do t\u00eb arrij\u00eb n\u00eb 175 zettabyte nga 41 n\u00eb 2019 (<noindex><a rel=\"nofollow\" href=\"https:\/\/habrastorage.org\/webt\/zq\/sg\/fz\/zqsgfzh-jkcofnjpht6w5bjt57q.png\">grafiku<\/a><\/noindex>). P\u00ebr t\u00eb siguruar nj\u00eb pun\u00eb n\u00eb k\u00ebt\u00eb fush\u00eb, duhet t\u00eb kuptoni se 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 prej 12 kurseve t\u00eb paguara dhe falas p\u00ebr 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 sh\u00ebrbenin si nj\u00eb pik\u00eb e mir\u00eb nisjeje p\u00ebr certifikatat e cloud.<\/i><noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<p><strong>Parath\u00ebnie<\/strong><\/p>\n<p>\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 \u00ebsht\u00eb p\u00ebrgjegj\u00ebs p\u00ebr krijimin dhe mb\u00ebshtetje e arkitektur\u00ebs s\u00eb t\u00eb dh\u00ebnave n\u00eb nj\u00eb projekt Data Science. Detyra e tij\/a mund t\u00eb p\u00ebrfshij\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 konvejereve t\u00eb t\u00eb dh\u00ebnave.<\/p>\n<p>Ka nj\u00eb num\u00ebr t\u00eb madh teknologjish dhe veglash q\u00eb nj\u00eb inxhinier t\u00eb dh\u00ebnash duhet t\u00eb zot\u00ebroj\u00eb p\u00ebr t\u00eb punuar me llogaritjet n\u00eb cloud, depozitat e t\u00eb dh\u00ebnave, ETL (ekstraktimi, transformimi, ngarkimi) etj. Nd\u00ebrsa numri i shkatht\u00ebsive t\u00eb nevojshme po rritet vazhdimisht, \u00ebsht\u00eb e nevojshme q\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave t\u00eb zgjerojn\u00eb pravidhimin e njohurive t\u00eb tyre n\u00eb m\u00ebnyr\u00eb t\u00eb rregullt. N\u00eb list\u00ebn ton\u00eb ka kurse p\u00ebr fillestar\u00ebt dhe specialist\u00ebt me p\u00ebrvoj\u00eb. Zgjidhni at\u00eb q\u00eb ju p\u00ebrshtatet m\u00eb s\u00eb miri.<\/p>\n<p>1. Data Engineering Nanodegree Certification (<noindex><a rel=\"nofollow\" href=\"https:\/\/www.udacity.com\/course\/data-engineer-nanodegree--nd027\">Udacity<\/a><\/noindex>)<\/p>\n<p>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 konvejere t\u00eb dh\u00ebnash dhe t\u00eb punoni me grupe t\u00eb m\u00ebdha datasets. N\u00eb fund t\u00eb programit, do t\u00eb verifikoni shkatht\u00ebsit\u00eb tuaja t\u00eb reja duke p\u00ebrfunduar projektin Capstone.<\/p>\n<p><strong>Koh\u00ebzgjatja<\/strong>: 5 muaj, 5 or\u00eb n\u00eb jav\u00eb<br \/>\n<strong>Gjuha<\/strong>: anglisht<br \/>\n<strong>\u00c7mimi<\/strong>: $1695<br \/>\n<strong>Niveli<\/strong>: fillestar<\/p>\n<p>2. Become a Data Engineer Certification (<noindex><a rel=\"nofollow\" href=\"https:\/\/careers.coursera.org\/data-engineer\/\">Coursera<\/a><\/noindex>)<\/p>\n<p>M\u00ebsohet nga fillimi. Ju mund t\u00eb zhvilloni hap pas hapi, duke p\u00ebrdorur ligj\u00ebrata dhe projekte praktike p\u00ebr t\u00eb punuar mbi shkatht\u00ebsit\u00eb tuaja. N\u00eb fund t\u00eb studimeve, 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 dini Python t\u00eb pakt\u00ebn n\u00eb nj\u00eb nivel minimal.<\/p>\n<p><strong>Koh\u00ebzgjatja<\/strong>: 8 muaj, 10 or\u00eb n\u00eb jav\u00eb<br \/>\n<strong>Gjuha<\/strong>: anglisht<br \/>\n<strong>\u00c7mimi<\/strong>\ud83d\ude15<br \/>\n<strong>Niveli<\/strong>: fillestar<\/p>\n<p>3. Become a Data Engineer: Mastering the Concepts (<noindex><a rel=\"nofollow\" href=\"https:\/\/www.linkedin.com\/learning\/paths\/become-a-data-engineer-mastering-the-concepts\">LinkedIn Learning<\/a><\/noindex>)<\/p>\n<p>Ju do t\u00eb zhvilloni shkatht\u00ebsit\u00eb e dizajnit t\u00eb t\u00eb dh\u00ebnave dhe aft\u00ebsit\u00eb DevOps, do t\u00eb m\u00ebsoni t\u00eb krijoni aplikacione p\u00ebr Big Data, t\u00eb krijoni konvejere t\u00eb dh\u00ebnash, t\u00eb p\u00ebrpunoni aplikacione n\u00eb koh\u00eb reale duke p\u00ebrdorur Hazelcast dhe baz\u00ebn e t\u00eb dh\u00ebnave<noindex><a rel=\"nofollow\" href=\"https:\/\/www.cloud4y.ru\/cloud-services\/hadoop-spark\/\"> Hadoop<\/a><\/noindex>.<\/p>\n<p><strong>Koh\u00ebzgjatja<\/strong>: varet nga ju<br \/>\n<strong>Gjuha<\/strong>: anglisht<br \/>\n<strong>\u00c7mimi<\/strong>: muaji i par\u00eb \u2013 falas<br \/>\n<strong>Niveli<\/strong>: fillestar<\/p>\n<p>4. Data Engineering Courses (<noindex><a rel=\"nofollow\" href=\"https:\/\/www.edx.org\/learn\/big-data\">edX<\/a><\/noindex>)<\/p>\n<p>K\u00ebtu \u00ebsht\u00eb nj\u00eb seri programesh q\u00eb ju njohin me inxhinierin\u00eb e t\u00eb dh\u00ebnave dhe m\u00ebsojn\u00eb zhvillimin e zgjidhjeve analitike. Kurset ndahen sipas kategorive n\u00eb var\u00ebsi t\u00eb nivelit t\u00eb v\u00ebshtir\u00ebsis\u00eb, k\u00ebshtu q\u00eb ju mund t\u00eb zgjidhni nj\u00eb n\u00eb p\u00ebrputhje me nivelin tuaj t\u00eb p\u00ebrvoj\u00ebs. Gjat\u00eb procesit t\u00eb m\u00ebsimit do t\u00eb m\u00ebsoni t\u00eb p\u00ebrdorni Spark, Hadoop, Azure dhe t\u00eb menaxhoni t\u00eb dh\u00ebnat e korporatave.<\/p>\n<p><strong>Koh\u00ebzgjatja<\/strong>: varet nga ju<br \/>\n<strong>Gjuha<\/strong>: anglisht<br \/>\n<strong>\u00c7mimi<\/strong>: varet nga kursi i zgjedhur<br \/>\n<strong>Niveli<\/strong>: fillestar, mesatar, p\u00ebrparuar<\/p>\n<p>5. Data Engineer (<noindex><a rel=\"nofollow\" href=\"https:\/\/www.dataquest.io\/path\/data-engineer\/\">DataQuest<\/a><\/noindex>)<\/p>\n<p>Ky kurs \u00ebsht\u00eb p\u00ebr t'u zgjedhur n\u00ebse keni p\u00ebrvoj\u00eb me Python dhe d\u00ebshironi t\u00eb thelloni njohurit\u00eb tuaja dhe t\u00eb nd\u00ebrtoni nj\u00eb karrier\u00eb si specialist n\u00eb p\u00ebrpunimin e t\u00eb dh\u00ebnave. Do t\u00eb m\u00ebsoni t\u00eb nd\u00ebrtoni konvejere t\u00eb dh\u00ebnash, duke p\u00ebrdorur Python dhe pandas, t\u00eb ngarkoni grupe t\u00eb m\u00ebdha t\u00eb dh\u00ebnash n\u00eb DB Postgres pas pastrimit, transformimit dhe verifikimit.<\/p>\n<p><strong>Koh\u00ebzgjatja<\/strong>: varet nga ju<br \/>\n<strong>Gjuha<\/strong>: anglisht<br \/>\n<strong>\u00c7mimi<\/strong>: varet nga forma e abonimit<br \/>\n<strong>Niveli<\/strong>: fillestar, mesatar<\/p>\n<p>6. Data Engineering with Google Cloud (<noindex><a rel=\"nofollow\" href=\"https:\/\/www.coursera.org\/professional-certificates\/gcp-data-engineering\">Coursera<\/a><\/noindex>)<\/p>\n<p>Ky kurs do t'ju ndihmoj\u00eb t\u00eb fitoni shkatht\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 cilat do t'ju ndihmojn\u00eb p\u00ebr t'u p\u00ebrgatitur p\u00ebr certifikimin e njohur n\u00eb industri Google Cloud Professional Data Engineer.<\/p>\n<p><strong>Koh\u00ebzgjatja<\/strong>: 4 muaj<br \/>\n<strong>Gjuha<\/strong>: anglisht<br \/>\n<strong>\u00c7mimi<\/strong>: p\u00ebr momentin falas<br \/>\n<strong>Niveli<\/strong>: fillestar, mesatar<\/p>\n<p>7. Data Engineering, Big Data on Google Cloud Platform (<noindex><a rel=\"nofollow\" href=\"https:\/\/www.coursera.org\/specializations\/gcp-data-machine-learning\">Coursera<\/a><\/noindex>)<\/p>\n<p>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 projektoni sistemet para se t\u00eb filloni procesin e zhvillimit. P\u00ebrve\u00e7 k\u00ebsaj, do t\u00eb analizoni t\u00eb dh\u00ebna t\u00eb strukturuara dhe jo t\u00eb strukturuara, do t\u00eb aplikoni shkall\u00ebzimin automatik dhe do t\u00eb p\u00ebrdorni metoda ML p\u00ebr nxjerrjen e informacionit.<\/p>\n<p><strong>Koh\u00ebzgjatja<\/strong>: 3 muaj<br \/>\n<strong>Gjuha<\/strong>: anglisht<br \/>\n<strong>\u00c7mimi<\/strong>: p\u00ebr momentin falas<br \/>\n<strong>Niveli<\/strong>: fillestar, mesatar<\/p>\n<p>8. UC San Diego: Big Data Specialization (<noindex><a rel=\"nofollow\" href=\"https:\/\/careers.coursera.org\/data-engineer\/\">Coursera<\/a><\/noindex>)<\/p>\n<p>Kursi bazohet 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 t\u00eb p\u00ebrdorni analitik\u00ebn e graf\u00ebve p\u00ebr modelimin e problemeve. Vlen t\u00eb theksohet se p\u00ebr k\u00ebt\u00eb kurs nuk nevojitet p\u00ebrvoja e programimit.<\/p>\n<p><strong>Koh\u00ebzgjatja<\/strong>: 8 muaj, 10 ore n\u00eb jav\u00eb<br \/>\n<strong>Gjuha<\/strong>: anglisht<br \/>\n<strong>\u00c7mimi<\/strong>: p\u00ebr momentin falas<br \/>\n<strong>Niveli<\/strong>: fillestar<\/p>\n<p>9. Taming Big Data With Apache Spark and Python (<noindex><a rel=\"nofollow\" href=\"https:\/\/www.udemy.com\/course\/taming-big-data-with-apache-spark-hands-on\/\">Udemy<\/a><\/noindex>)<\/p>\n<p>Do t\u00eb m\u00ebsoni se si t\u00eb p\u00ebrdorni struktur\u00ebn e rrjedh\u00ebs dhe kornizat e t\u00eb dh\u00ebnave n\u00eb Spark3, do t\u00eb merrni nj\u00eb pasqyr\u00eb se si t\u00eb p\u00ebrdorni sh\u00ebrbimin Elastic MapReduce nga Amazon p\u00ebr t\u00eb punuar me klasterin tuaj n\u00eb Hadoop. Do t\u00eb m\u00ebsoni si t\u00eb identifikoni problemet gjat\u00eb analiz\u00ebs s\u00eb t\u00eb dh\u00ebnave t\u00eb m\u00ebdha dhe do t\u00eb kuptoni se si bibliotekat GraphX punojn\u00eb me analiz\u00ebn e rrjetit dhe si mund t\u00eb p\u00ebrdorni MLlib.<\/p>\n<p><strong>Koh\u00ebzgjatja<\/strong>: varet nga ju<br \/>\n<strong>Gjuha<\/strong>: anglisht<br \/>\n<strong>\u00c7mimi<\/strong>: nga 800 rubla deri n\u00eb $149,99 (si t\u00eb shkoj\u00eb)<br \/>\n<strong>Niveli<\/strong>: fillestar, mesatar<\/p>\n<p>10. PG Program in Big Data Engineering (<noindex><a rel=\"nofollow\" href=\"https:\/\/www.upgrad.com\/big-data-engineering-pgp-bits-pilani\/\">upGrad<\/a><\/noindex>)<\/p>\n<p>Ky ky kurs do t'ju jap\u00eb nj\u00eb pasqyr\u00eb mbi m\u00ebnyr\u00ebn se si funksionon Aadhaar, si personalizon Facebook lajmet e tij dhe si mund t\u00eb p\u00ebrdoret p\u00ebrgjith\u00ebsisht Inxhinieria e t\u00eb Dh\u00ebnave. Temat kryesore do t\u00eb p\u00ebrfshijn\u00eb p\u00ebrpunimin e t\u00eb dh\u00ebnave (p\u00ebrfshir\u00eb p\u00ebrpunimin n\u00eb koh\u00eb reale), MapReduce, dhe analiz\u00ebn e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha.<\/p>\n<p><strong>Koh\u00ebzgjatja<\/strong>: 11 muaj<br \/>\n<strong>Gjuha<\/strong>: anglisht<br \/>\n<strong>\u00c7mimi<\/strong>: rreth $3000<br \/>\n<strong>Niveli<\/strong>: fillestar<\/p>\n<p>11. Profesioni Data Scientist (<noindex><a rel=\"nofollow\" href=\"https:\/\/skillbox.ru\/course\/profession-data-scientist\/\">Skillbox<\/a><\/noindex>)<\/p>\n<p>Do t\u00eb m\u00ebsoni t\u00eb programoni n\u00eb Python, do t\u00eb studioni framework-et p\u00ebr m\u00ebsimin e rrjeteve nervor\u00eb 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<p><strong>Koh\u00ebzgjatja<\/strong>: 300 or\u00eb studimi<br \/>\n<strong>Gjuha<\/strong>: rusisht<br \/>\n<strong>\u00c7mimi<\/strong>: gjasht\u00eb muaj t\u00eb par\u00eb falas, pastaj 3900 rubla n\u00eb muaj<br \/>\n<strong>Niveli<\/strong>: fillestar<\/p>\n<p>12. Data Engineer 7.0 (<noindex><a rel=\"nofollow\" href=\"https:\/\/newprolab.com\/ru\/dataengineer\">New Professions Lab<\/a><\/noindex>)<\/p>\n<p>Do t'ju pres\u00eb 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 lidhni mjetet me nj\u00ebri-tjetrin, duke formuar pipeline, duke marr\u00eb nj\u00eb zgjidhje baz\u00eb. Njohuri minimale n\u00eb Python 3 \u00ebsht\u00eb e nevojshme p\u00ebr studim.<\/p>\n<p><strong>Koh\u00ebzgjatja<\/strong>: 21 seanca, 7 jav\u00eb<br \/>\n<strong>Gjuha<\/strong>: rusisht<br \/>\n<strong>\u00c7mimi<\/strong>: nga 60,000 deri n\u00eb 120,000 rubla<br \/>\n<strong>Niveli<\/strong>: fillestar<\/p>\n<p>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<p><b>\u00c7far\u00eb tjet\u00ebr t\u00eb dobishme mund t\u00eb lexoni n\u00eb blog <noindex><a rel=\"nofollow\" href=\"https:\/\/www.cloud4y.ru\/?utm_source=habr&amp;utm_medium=referral&amp;utm_campaign=article\">Cloud4Y<\/a><\/noindex><\/b><\/p>\n<p>\u2192 <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/cloud4y\/blog\/499320\/\">\u00c7far\u00eb \u00ebsht\u00eb geometria e universit?<\/a><\/noindex><br \/>\n\u2192 <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/cloud4y\/blog\/490734\/\">Pezullime n\u00eb harta topografike t\u00eb Zvicr\u00ebs<\/a><\/noindex><br \/>\n\u2192 <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/cloud4y\/blog\/500660\/\">Nj\u00eb histori e thjesht\u00eb dhe shum\u00eb e shkurt\u00ebr e zhvillimit t\u00eb 'reambuelave'<\/a><\/noindex><br \/>\n\u2192 <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/post\/484644\/\">Si u \"thye\" banka<\/a><\/noindex><br \/>\n\u2192 <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/cloud4y\/blog\/497336\/\">Markat e kompjuter\u00ebve t\u00eb viteve '90, pjesa 3, p\u00ebrfundimtare<\/a><\/noindex><\/p>\n<p>Regjistrohuni n\u00eb kanalin ton\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/t.me\/cloud4y\">Telegram<\/a><\/noindex>-kanalin p\u00ebr t\u00eb mos humbur nj\u00eb tjet\u00ebr artikull. Shkruajm\u00eb jo m\u00eb shpesh se dy her\u00eb n\u00eb jav\u00eb dhe vet\u00ebm p\u00ebr \u00e7\u00ebshtje t\u00eb r\u00ebnd\u00ebsishme. Gjithashtu, kujtojm\u00eb se m\u00eb 21 maj n\u00eb 15:00 (MSK) do t\u00eb mbajm\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/cloud4y.ru\/webinar\/remote-working-informational-security-threats\/?utm_source=mail&amp;utm_medium=cpc&amp;utm_campaign=webinar\">webinari<\/a><\/noindex> nj\u00eb tem\u00eb \"Siguria e informacionit t\u00eb biznesit gjat\u00eb pun\u00ebs n\u00eb distanc\u00eb\". N\u00ebse d\u00ebshironi t\u00eb kuptoni si t\u00eb mbroni informacionin e ndjesh\u00ebm dhe at\u00eb korporativ kur punonj\u00ebsit punojn\u00eb nga sht\u00ebpia - regjistrohuni!<br \/>\n<br \/>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/cloud4y\/blog\/502000\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\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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