{"id":90698,"date":"2020-08-05T01:42:04","date_gmt":"2020-08-04T23:42:04","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/bystryj-start-i-nizkij-potolok-chto-zhdet-molodyh-data-science-speczialistov-na-rynke-truda"},"modified":"2020-08-05T01:42:04","modified_gmt":"2020-08-04T23:42:04","slug":"bystryj-start-i-nizkij-potolok-chto-zhdet-molodyh-data-science-speczialistov-na-rynke-truda","status":"publish","type":"post","link":"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/bystryj-start-i-nizkij-potolok-chto-zhdet-molodyh-data-science-speczialistov-na-rynke-truda","title":{"rendered":"Kiire k\u00e4ivitus ja madal lagi. Mida ootab t\u00f6\u00f6j\u00f5uturul noori andeteaduse spetsialiste?","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>HeadHunteri ja Mail.ru uuringute kohaselt \u00fcletab andeteaduse spetsialistide n\u00f5udlus pakkumist, kuid isegi nii ei suuda noored spetsialistid alati t\u00f6\u00f6d leida. R\u00e4\u00e4gime, mida l\u00f5petajatel kursustest puudu j\u00e4\u00e4b ja kus \u00f5ppida neile, kes plaanivad suurt karj\u00e4\u00e4ri andeteaduse valdkonnas.<\/p>\n<blockquote><p>\"Nad tulevad ja arvavad, et hakkavad teenima 500k sekundis, kuna nad teavad raamistikute nimesid ja kuidas nende abil mudelit kahe reaga k\u00e4ivitada.\"<\/p><\/blockquote>\n<p>\n<b>Emil Magerramov<\/b> juhtib biocadis arvutuskeemia teenuste gruppi ja vestlustes seisab silmitsi olukorraga, kus kandidaatidel puudub ametiga seonduv s\u00fcsteemne arusaam. Nad l\u00f5petavad kursused, tulevad h\u00e4sti v\u00e4lja arendatud Python ja SQL oskustega, suudavad kahe sekundiga k\u00e4ivitada Hadoopi v\u00f5i Spark'i ja t\u00e4ita \u00fclesande t\u00e4psete n\u00f5udmiste j\u00e4rgi. Aga samas ei suuda nad enam sammukestki k\u00f5rvale astuda. Just paindlikkust ootavad t\u00f6\u00f6andjad oma andeteaduse spetsialistidelt.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h3>Mis toimub andeteaduse turul?<\/h3>\n<p>\nNoorte spetsialistide oskused peegeldavad t\u00f6\u00f6turul toimuvat. Siin \u00fcletab n\u00f5udlus oluliselt pakkumist, mist\u00f5ttu on meeleheitel t\u00f6\u00f6andjad sageli t\u00f5eliselt valmis v\u00f5tma t\u00f6\u00f6le kogemusteta spetsialiste ja kasvatama neid enda vajadustele vastavaks. See variant toimib, kuid sobib ainult siis, kui meeskonnas on juba kogenud juht, kes v\u00f5tab enda kanda noore spetsialisti v\u00e4lja\u00f5ppe.<\/p>\n<p>HeadHunteri ja Mail.ru uuringu kohaselt on andmeanal\u00fc\u00fcsispetsialistid turul \u00fched k\u00f5ige n\u00f5utumad:<\/p>\n<ul>\n<li>2019. aastal suurenes andmeanal\u00fc\u00fcsi valdkonna t\u00f6\u00f6kohtade arv 9,6 korda ning masin\u00f5ppe valdkonnas 7,2 korda v\u00f5rreldes 2015. aastaga.<\/li>\n<li>2018. aastaga v\u00f5rreldes on andmeanal\u00fc\u00fcsispetsialistide t\u00f6\u00f6kohtade arv kasvanud 1,4 korda, masin\u00f5ppe valdkonnas aga 1,3 korda.<\/li>\n<li>38% avatud t\u00f6\u00f6kohtadest kuulub IT-ettev\u00f5tetele, 29% \u2013 finantssektori ettev\u00f5tetele ning 9% \u2013 \u00e4riteenuste valdkonda.<\/li>\n<\/ul>\n<p>\nSituatsioon on soodustatud arvukate online-koolide poolt, mis koolitavad just neid algajaid. Enamasti kestab \u00f5pe kolm kuni kuus kuud, mille jooksul \u00f5pilased j\u00f5uavad p\u00f5hitasemel omandada peamised t\u00f6\u00f6riistad: Python, SQL, andmete anal\u00fc\u00fcs, Git ja Linux. L\u00f5pptulemusena saadakse klassikaline algaja: oskab lahendada konkreetset \u00fclesannet, kuid ei suuda probleemi m\u00f5ista ega iseseisvalt \u00fclesannet formuleerida. Siiski, spetsialistide suur n\u00f5udlus ja ametiga seotud hype toovad sageli kaasa k\u00f5rged ambitsioonid ja palgavaated.<\/p>\n<blockquote><p>Kahjuks n\u00e4eb intervjuu Data Science'i valdkonnas tavaliselt v\u00e4lja nii: kandidaat r\u00e4\u00e4gib, et on proovinud kasutada paar-kolm raamatukogu, kuid ei suuda vastata k\u00fcsimustele, kuidas algoritmid t\u00e4pselt t\u00f6\u00f6tavad, ja seej\u00e4rel k\u00fcsib 200, 300, 400 tuhat rubla kuus neto.<\/p>\n<p>Suure arvu reklaamlauseid, nagu \"iga\u00fcks v\u00f5ib saada andmeanal\u00fc\u00fctikuks\", \"oma masin\u00f5pe kolme kuuga ja hakka teenima palju raha\", ning soov kiireks kasumiks t\u00f5ttu on meie valdkonda tulnud tohutu hulk pinnapealseid kandidaate, kellel puudub s\u00fcsteemne ettevalmistus.<\/p>\n<p><b>Viktor Kantor<\/b><br \/>\nChief Data Scientist MTS-is<\/p><\/blockquote>\n<p><\/p>\n<h3>Keda ootavad t\u00f6\u00f6andjad<\/h3>\n<p>\nIga t\u00f6\u00f6andja soovib, et tema algajad t\u00f6\u00f6taksid ilma pideva kontrollita ja saaksid areneda tiimijuhi juhendamisel. Selleks peab v\u00e4rske t\u00f6\u00f6taja omama kohe vajalikke t\u00f6\u00f6riistu, et lahendada praeguseid \u00fclesandeid, ning piisavat teoreetilist baasi, et j\u00e4rk-j\u00e4rgult pakkuda oma lahendusi ja l\u00e4heneda keerukamate \u00fclesannetega.<\/p>\n<p>Uutele t\u00f6\u00f6tajatele on turul t\u00f6\u00f6riistadega olukord piisavalt hea. L\u00fchikursused v\u00f5imaldavad kiiresti neid omandada ja t\u00f6\u00f6le asuda.<\/p>\n<p>HeadHunteri ja Mail.ru uuringu kohaselt on k\u00f5ige n\u00f5utum oskus Python. Seda mainitakse 45% and an\u00e1lisis spetsialistide t\u00f6\u00f6kuulutustes ja 51% masin\u00f5ppe valdkonna t\u00f6\u00f6kuulutustes.<\/p>\n<p>T\u00f6\u00f6andjad soovivad, et andmete anal\u00fc\u00fcsi spetsialistid tunneksid SQL-i (23%), valdaksid intellektuaalset andmeanal\u00fc\u00fcsi (Data Mining) (19%), matemaatilist statistikat (11%) ja oskaksid t\u00f6\u00f6tada suurte andmetega (10%).<\/p>\n<p>T\u00f6\u00f6andjad, kes otsivad masin\u00f5ppe spetsialiste, ootavad koos Pythoniga, et kandidaat valdaks ka C++-d (18%), SQL-i (15%), masin\u00f5ppe algoritme (13%) ja Linuxit (11%).<\/p>\n<p>Kuid kui noorte t\u00f6\u00f6riistadega on k\u00f5ik korras, siis seisavad nende juhid silmitsi teise probleemiga. Enamikul kursuse l\u00f5petanutel puudub s\u00fcgav arusaam erialast, mist\u00f5ttu on algajal raske edasi liikuda.<\/p>\n<blockquote><p>Otsin praegu enda meeskonda masin\u00f5ppe spetsialiste. N\u00e4en, et kandidaadid on sageli omandanud teatud Data Science'i t\u00f6\u00f6riistu, kuid neil puudub piisavalt s\u00fcgav teoreetiline arusaam, et luua uusi lahendusi.<\/p>\n<p><b>Emil Magerramov<\/b><br \/>\nArvutuskeemia teenuste grupi juht, Biocad\n<\/p><\/blockquote>\n<p> Kursuste struktuur ja kestus ei v\u00f5imalda s\u00fcveneda vajaliku tasemeni. L\u00f5petajatest puuduvad sageli just need pehmed oskused, mis tavaliselt t\u00f6\u00f6kuulutuses m\u00e4rkimata j\u00e4etakse. T\u00f5ele au andes, kes meist \u00fctleb, et tal ei ole s\u00fcsteemset m\u00f5tlemist v\u00f5i soovi areneda. Kuid Data Science'i spetsialisti puhul on tegemist s\u00fcgavamate teemadega. Siin on arengu jaoks vajalik tugev teoreetiline ja teaduslik suund, mis on v\u00f5imalik ainult pikaajalise hariduse kaudu, n\u00e4iteks \u00fclikoolis.<\/p>\n<blockquote><p>Palju s\u00f5ltub inimesest: kui kolm kuud kestva intensiivkursuse jooksul tugevate \u00f5petajate juhendamisel, kellel on kogemusi tippettev\u00f5tete tiimide juhtimisel, osaleb \u00f5pilane, kellel on hea matemaatika ja programmeerimise baas, s\u00fcvenedes k\u00f5igesse kursuse materjalis ja \u201eimedes nagu k\u00e4sn\u201d, nagu koolis \u00f6eldi, siis ei ole selle t\u00f6\u00f6taja puhul hiljem probleeme. Kuid 90\u201395% inimestest peab, et midagi j\u00e4\u00e4ks neile alatiseks meelde, \u00f5ppima k\u00fcmme korda rohkem ja tegema seda s\u00fcsteemselt mitu aastat j\u00e4rjest. Seet\u00f5ttu on magistri\u00f5ppe programmid andmeanal\u00fc\u00fcsis suurep\u00e4rane valik, et omandada hea teadmiste baas, mille t\u00f5ttu ei pea t\u00f6\u00f6tintervjuu ajal punastama ja t\u00f6\u00f6 tegemine on oluliselt kergem.<\/p>\n<p><b>Viktor Kantor<\/b><br \/>\nChief Data Scientist MTS-is<\/p><\/blockquote>\n<h3>Kus \u00f5ppida, et leida t\u00f6\u00f6 koht Data Science'is<\/h3>\n<p>\nAndmeteaduse turul on palju h\u00e4id kursusi ning algteadmiste hankimine ei ole probleem. Oluline on aga m\u00f5ista selle hariduse suunda. Kui kandidaadil on tugev tehniline taust, siis intensiivkursused on just see, mida vajate. Inimene omandab t\u00f6\u00f6riistad, j\u00f5uab kohale ja integreerub kiiresti, kuna ta oskab juba m\u00f5elda nagu matemaatik, n\u00e4ha probleemi ja s\u00f5nastada \u00fclesandeid. Kui taust puudub, siis p\u00e4rast kursust j\u00e4\u00e4b inimesest hea teostaja, kuid piiratud v\u00f5imalustega arenguks.<\/p>\n<blockquote><p>Kui teie ees on l\u00fchiajaline \u00fclesanne ametivahetuseks v\u00f5i selle spetsialiteedi t\u00f6\u00f6h\u00f5ive otsimiseks, siis sobivad teile mingid s\u00fcsteemsed kursused, mis on l\u00fchikesed ja annavad kiiresti minimaalset tehniliste oskuste kogumit, et saaksite pretendeerida algtaseme kohale sel alal.<\/p>\n<p><b>Ivan Jamshchikov<\/b><br \/>\nAndmeteaduse online-magistri\u00f5ppe akadeemiline direktor<\/p><\/blockquote>\n<p>Kurside probleem on see, et need pakuvad kiiret, kuid minimaalset arengut. Inimene siseneb ametisse kiiresti ja saavutab kiiresti piiri. Kui soovite ametisse j\u00e4\u00e4da pikemaks ajaks, on oluline luua kohe hea alus, n\u00e4iteks pikaajalise programmi kaudu, nagu magistrikraad.<\/p>\n<blockquote><p>K\u00f5rgharidus sobib, kui m\u00f5istate, et see valdkond pakub teile pikaajalist huvi. Te ei taotle t\u00f6\u00f6le nii kiiresti kui v\u00f5imalik. Te ei soovi, et teil oleks karj\u00e4\u00e4risein, samuti soovite v\u00e4ltida teadmiste, oskuste ja \u00fchtse \u00f6kos\u00fcsteemi arusaamise puudumist, mille kaudu arenevad innovatiivsed tooted. Selleks on vajalik just k\u00f5rgharidus, mis loob mitte ainult vajaliku tehniliste oskuste komplekti, vaid struktureerib ka teie m\u00f5tlemist teistmoodi ja aitab kujundada selleks karj\u00e4\u00e4ri kaugtuleviku visiooni.<\/p>\n<p><b>Ivan Jamshchikov<\/b><br \/>\nAndmeteaduse online-magistri\u00f5ppe akadeemiline direktor\n<\/p><\/blockquote>\n<p>Karj\u00e4\u00e4riseina puudumine on magistri\u00f5ppe peamine eelis. Kahe aastaga saab spetsialist tugeva teoreetilise baasi. Nii n\u00e4eb v\u00e4lja esimene semester Data Science programmi NITU \"MISiS\" kursusel:<\/p>\n<ul>\n<li>Sissejuhatus andmeteadusesse. 2 n\u00e4dalat.<\/li>\n<li>Andmete anal\u00fc\u00fcsi alused. Andmete t\u00f6\u00f6tlemine. 2 n\u00e4dalat.<\/li>\n<li>Masin\u00f5pe. Andmete eelt\u00f6\u00f6tlus. 2 n\u00e4dalat.<\/li>\n<li>EDA. Andmete uurimine. 3 n\u00e4dalat.<\/li>\n<li>P\u00f5hilised masin\u00f5ppe algoritmid. Osa 1 + Osa 2 (6 n\u00e4dalat).<\/li>\n<\/ul>\n<p>\nSelle ajal on v\u00f5imalik samal ajal omandada ka praktilisi kogemusi t\u00f6\u00f6l. Miski ei takista sul alustada t\u00f6\u00f6d nooremspetsialistina, niipea kui \u00f5pilane on omandanud vajalikke t\u00f6\u00f6riistu. Siiski, erinevalt kursuste l\u00f5petanust, ei peatu magistrant oma haridusteed, vaid s\u00fcvendab oma teadmisi. See v\u00f5imaldab tulevikus areneda andmeteaduses piiranguteta.<\/p>\n<blockquote><p>Teadus- ja tehnoloogiainstituudi \u00abMISiS\u00bb veebisaidil toimuvad <noindex><a rel=\"nofollow\" href=\"https:\/\/data.misis.ru\/?utm_source=habr&amp;utm_medium=st&amp;utm_campaign=hhmail&amp;utm_term=statiahh&amp;utm_content=2707#dayopendoor\">Avatud uste p\u00e4evad ja veebiseminarid<\/a><\/noindex> k\u00f5igile, kes soovivad t\u00f6\u00f6tada andmeteaduses. NITU \u00abMISiS\u00bb, SkillFactory, HeadHunter, Facebook, Mail.ru Group ja Yandexi esindajad r\u00e4\u00e4givad k\u00f5ige olulisemast:<\/p>\n<ul>\n<li>\u00abKuidas leida oma kohta andmeteaduses?\u00bb<\/li>\n<li>\u00abKas on v\u00f5imalik saada andmeteaduse spetsialistiks nullist?\u00bb<\/li>\n<li>\u00abKas 2-5 aasta p\u00e4rast j\u00e4\u00e4b andmeteaduse spetsialiste vajama?\u00bb<\/li>\n<li>\u00abMilliste \u00fclesannete kallal t\u00f6\u00f6tavad andmeteaduse spetsialistid?\u00bb<\/li>\n<li>\u00abKuidas ehitada karj\u00e4\u00e4ri andmeteaduses?\u00bb<\/li>\n<\/ul>\n<p>\n\u00d5pe veebis, riikliku haridust t\u00f5endav diplom. <noindex><a rel=\"nofollow\" href=\"https:\/\/data.misis.ru\/?utm_source=habr&amp;utm_medium=st&amp;utm_campaign=hhmail&amp;utm_term=statiahh&amp;utm_content=2707\">Programmi taotlused<\/a><\/noindex> aktsepteeritakse kuni <b>10. augustini<\/b>.<\/p><\/blockquote>\n<p>Allikas: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/skillfactory\/blog\/513566\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041f\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u043c HeadHunter \u0438 Mail.ru \u0441\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 Data Science \u043f\u0440\u0435\u0432\u044b\u0448\u0430\u0435\u0442 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u043d\u043e \u0434\u0430\u0436\u0435 \u0442\u0430\u043a \u043c\u043e\u043b\u043e\u0434\u044b\u043c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u0430\u043c \u043d\u0435 \u0432\u0441\u0435\u0433\u0434\u0430 \u0443\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0439\u0442\u0438 \u0440\u0430\u0431\u043e\u0442\u0443. \u0420\u0430\u0441\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u043c, \u0447\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u0432\u044b\u043f\u0443\u0441\u043a\u043d\u0438\u043a\u0430\u043c \u043a\u0443\u0440\u0441\u043e\u0432 \u0438 \u0433\u0434\u0435 \u0443\u0447\u0438\u0442\u044c\u0441\u044f \u0442\u0435\u043c, \u043a\u0442\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0443\u044e \u043a\u0430\u0440\u044c\u0435\u0440\u0443 \u0432 Data Science. \u00ab\u041e\u043d\u0438 \u043f\u0440\u0438\u0445\u043e\u0434\u044f\u0442 \u0438 \u0434\u0443\u043c\u0430\u044e\u0442, \u0447\u0442\u043e \u0441\u0435\u0439\u0447\u0430\u0441 \u0431\u0443\u0434\u0443\u0442 \u0437\u0430\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c 500\u043a \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0437\u043d\u0430\u044e\u0442 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-90698","post","type-post","status-publish","format-standard","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041f\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u043c HeadHunter \u0438 Mail.ru \u0441\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 Data Science \u043f\u0440\u0435\u0432\u044b\u0448\u0430\u0435\u0442 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u043d\u043e \u0434\u0430\u0436\u0435 \u0442\u0430\u043a \u043c\u043e\u043b\u043e\u0434\u044b\u043c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u0430\u043c \u043d\u0435 \u0432\u0441\u0435\u0433\u0434\u0430 \u0443\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0439\u0442\u0438 \u0440\u0430\u0431\u043e\u0442\u0443. \u0420\u0430\u0441\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u043c, \u0447\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u0432\u044b\u043f\u0443\u0441\u043a\u043d\u0438\u043a\u0430\u043c \u043a\u0443\u0440\u0441\u043e\u0432 \u0438 \u0433\u0434\u0435 \u0443\u0447\u0438\u0442\u044c\u0441\u044f \u0442\u0435\u043c, \u043a\u0442\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0443\u044e \u043a\u0430\u0440\u044c\u0435\u0440\u0443 \u0432 Data Science. \u00ab\u041e\u043d\u0438 \u043f\u0440\u0438\u0445\u043e\u0434\u044f\u0442 \u0438 \u0434\u0443\u043c\u0430\u044e\u0442, \u0447\u0442\u043e \u0441\u0435\u0439\u0447\u0430\u0441 \u0431\u0443\u0434\u0443\u0442 \u0437\u0430\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c 500\u043a \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0437\u043d\u0430\u044e\u0442\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yuri Gagarin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/bystryj-start-i-nizkij-potolok-chto-zhdet-molodyh-data-science-speczialistov-na-rynke-truda\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.10\" \/>\n\t\t<meta property=\"og:locale\" content=\"et_EE\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47\u0411\u044b\u0441\u0442\u0440\u044b\u0439 \u0441\u0442\u0430\u0440\u0442 \u0438 \u043d\u0438\u0437\u043a\u0438\u0439 \u043f\u043e\u0442\u043e\u043b\u043e\u043a. \u0427\u0442\u043e \u0436\u0434\u0435\u0442 \u043c\u043e\u043b\u043e\u0434\u044b\u0445 Data Science-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u043d\u0430 \u0440\u044b\u043d\u043a\u0435 \u0442\u0440\u0443\u0434\u0430 | ProHoster\" \/>\n\t\t<meta property=\"og:description\" content=\"\u041f\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u043c HeadHunter \u0438 Mail.ru \u0441\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 Data Science \u043f\u0440\u0435\u0432\u044b\u0448\u0430\u0435\u0442 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u043d\u043e \u0434\u0430\u0436\u0435 \u0442\u0430\u043a \u043c\u043e\u043b\u043e\u0434\u044b\u043c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u0430\u043c \u043d\u0435 \u0432\u0441\u0435\u0433\u0434\u0430 \u0443\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0439\u0442\u0438 \u0440\u0430\u0431\u043e\u0442\u0443. \u0420\u0430\u0441\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u043c, \u0447\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u0432\u044b\u043f\u0443\u0441\u043a\u043d\u0438\u043a\u0430\u043c \u043a\u0443\u0440\u0441\u043e\u0432 \u0438 \u0433\u0434\u0435 \u0443\u0447\u0438\u0442\u044c\u0441\u044f \u0442\u0435\u043c, \u043a\u0442\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0443\u044e \u043a\u0430\u0440\u044c\u0435\u0440\u0443 \u0432 Data Science. \u00ab\u041e\u043d\u0438 \u043f\u0440\u0438\u0445\u043e\u0434\u044f\u0442 \u0438 \u0434\u0443\u043c\u0430\u044e\u0442, \u0447\u0442\u043e \u0441\u0435\u0439\u0447\u0430\u0441 \u0431\u0443\u0434\u0443\u0442 \u0437\u0430\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c 500\u043a \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0437\u043d\u0430\u044e\u0442\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/bystryj-start-i-nizkij-potolok-chto-zhdet-molodyh-data-science-speczialistov-na-rynke-truda\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2020-08-04T23:42:04+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2020-08-04T23:42:04+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47Kiire algus ja madal laes. Mida ootavad noored Data Science spetsialistid t\u00f6\u00f6turul | ProHoster","description":"HeadHunteri ja Mail.ru uuringute kohaselt \u00fcletab n\u00f5udlus Data Science spetsialistide j\u00e4rele pakkumist, kuid isegi nii ei \u00f5nnestu noortel spetsialistidel alati t\u00f6\u00f6d leida. R\u00e4\u00e4gime, millest on kursustelt l\u00f5petajatel puudu ja kus \u00f5ppida neile, kes plaanivad suurt karj\u00e4\u00e4ri Data Science'is. \u00abNad tulevad ja arvavad, et saavad n\u00fc\u00fcd teenida 500k sekundis, sest nad teavad","canonical_url":"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/bystryj-start-i-nizkij-potolok-chto-zhdet-molodyh-data-science-speczialistov-na-rynke-truda","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"et_EE","og:site_name":"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b","og:type":"article","og:title":"\ud83e\udd47\u0411\u044b\u0441\u0442\u0440\u044b\u0439 \u0441\u0442\u0430\u0440\u0442 \u0438 \u043d\u0438\u0437\u043a\u0438\u0439 \u043f\u043e\u0442\u043e\u043b\u043e\u043a. \u0427\u0442\u043e \u0436\u0434\u0435\u0442 \u043c\u043e\u043b\u043e\u0434\u044b\u0445 Data Science-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u043d\u0430 \u0440\u044b\u043d\u043a\u0435 \u0442\u0440\u0443\u0434\u0430 | ProHoster","og:description":"\u041f\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u043c HeadHunter \u0438 Mail.ru \u0441\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 Data Science \u043f\u0440\u0435\u0432\u044b\u0448\u0430\u0435\u0442 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u043d\u043e \u0434\u0430\u0436\u0435 \u0442\u0430\u043a \u043c\u043e\u043b\u043e\u0434\u044b\u043c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u0430\u043c \u043d\u0435 \u0432\u0441\u0435\u0433\u0434\u0430 \u0443\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0439\u0442\u0438 \u0440\u0430\u0431\u043e\u0442\u0443. \u0420\u0430\u0441\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u043c, \u0447\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u0432\u044b\u043f\u0443\u0441\u043a\u043d\u0438\u043a\u0430\u043c \u043a\u0443\u0440\u0441\u043e\u0432 \u0438 \u0433\u0434\u0435 \u0443\u0447\u0438\u0442\u044c\u0441\u044f \u0442\u0435\u043c, \u043a\u0442\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0443\u044e \u043a\u0430\u0440\u044c\u0435\u0440\u0443 \u0432 Data Science. \u00ab\u041e\u043d\u0438 \u043f\u0440\u0438\u0445\u043e\u0434\u044f\u0442 \u0438 \u0434\u0443\u043c\u0430\u044e\u0442, \u0447\u0442\u043e \u0441\u0435\u0439\u0447\u0430\u0441 \u0431\u0443\u0434\u0443\u0442 \u0437\u0430\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c 500\u043a \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0437\u043d\u0430\u044e\u0442","og:url":"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/bystryj-start-i-nizkij-potolok-chto-zhdet-molodyh-data-science-speczialistov-na-rynke-truda","og:image":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:secure_url":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:width":350,"og:image:height":350,"article:published_time":"2020-08-04T23:42:04+00:00","article:modified_time":"2020-08-04T23:42:04+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster","article:author":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":{"post_id":"90698","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":null,"schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":null,"breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"ai":null,"created":"2021-02-28 12:44:41","updated":"2022-09-27 15:20:42"},"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/posts\/90698","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/comments?post=90698"}],"version-history":[{"count":0,"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/posts\/90698\/revisions"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/media?parent=90698"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/categories?post=90698"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/tags?post=90698"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}