{"id":28007,"date":"2019-12-04T16:35:04","date_gmt":"2019-12-04T15:35:04","guid":{"rendered":"http:\/\/codecool.com\/?p=28007"},"modified":"2022-01-10T16:42:21","modified_gmt":"2022-01-10T15:42:21","slug":"competente-meseriile-viitorului","status":"publish","type":"post","link":"https:\/\/codecool.com\/ro\/competente-meseriile-viitorului\/","title":{"rendered":"Cele mai c\u0103utate 11 skilluri tehnice pentru meseriile viitorului"},"content":{"rendered":"\t\t
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Apar noi tehnologii, aplica\u021bii de inteligen\u021b\u0103 artificial\u0103 \u0219i sisteme inteligente care evolueaz\u0103 rapid \u0219i influen\u021beaz\u0103 lumea. Iar pia\u021ba muncii e for\u021bat\u0103 s\u0103 \u021bin\u0103 pasul alert, odat\u0103 cu aceast\u0103 dinamic\u0103. Profesiile vechi evolueaz\u0103 \u0219i ele \u00een roluri hibride sau \u00een meserii de viitor specifice unei lumi moderne, marcat\u0103 de schimbare.\u00a0<\/p>

Pentru c\u0103 tehnologiile noi, inclusiv inteligen\u021ba artificial\u0103, au nevoie de profesioni\u0219ti care s\u0103 le gestioneze \u0219i s\u0103 inoveze cu ajutorul lor, pia\u021ba muncii sufer\u0103 de un deficit de talent \u0219i cere constant for\u021be proaspete<\/strong>, cu aptitudini interpersonale \u0219i skilluri tehnice relevante.\u00a0\u00a0\u00a0<\/p>

Printre abilit\u0103\u021bile soft moderne<\/strong> se num\u0103r\u0103 flexibilitatea cognitiv\u0103, analiza critic\u0103, abilitatea de a traduce cantit\u0103\u021bi mari de date \u00een concepte \u0219i asocieri logice, inteligen\u021ba emo\u021bional\u0103 \u0219i social\u0103, g\u00e2ndirea inovatoare, storytelling-ul (new media), comunicarea, rezolvarea problemelor complexe, un mindset super-organizat etc.<\/p>

Afl\u0103 care sunt abilit\u0103\u021bile sociale \u0219i de comunicare necesare pentru a deveni un programator c\u0103utat de angajatori\u00a0<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Dar care sunt skillurile tehnice care pot asigura o tranzi\u021bie u\u0219oar\u0103 \u0219i sigur\u0103 spre o profesie de viitor \u00een Rom\u00e2nia<\/b>, dar \u0219i dincolo de grani\u021be, pe care at\u00e2t genera\u021biile tinere, c\u00e2t \u0219i cele mature le pot folosi cu succes \u00eentr-o lume marcat\u0103 de digitalizare, automatizare \u0219i robotizare?\u00a0<\/p>

Pentru c\u0103 lucrul cu datele r\u0103m\u00e2ne un factor comun multor profesii moderne, ne-am g\u00e2ndit s\u0103 trecem \u00een revist\u0103 competen\u021bele tehnice pe care s\u0103 le dezvol\u021bi sau s\u0103 le implementezi \u00een strategia de preg\u0103tire a echipei tale, mai ales \u00een cazul profesiei de analist de date,<\/b> \u201ccel mai bun job \u00een America\u201d, conform Glassdoor.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Skilluri tehnice necesare pentru joburile de viitor \u00een lumea datelor<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Udemy for Business<\/b> a lansat recent un program de preg\u0103tire intern\u0103 pentru a ajuta compania Booz Allen Hamilton s\u0103 ajung\u0103 la obiectivul de 5000 de anali\u0219ti de date. Ei au prioritizat un program de training pentru limbaje de programare relevante \u0219i tehnici moderne de lucru cu date care s\u0103 ajute managerii s\u0103 dezvolte echipe performante, ce pot concura cu trendurile globale.\u00a0<\/p>

Pentru c\u0103 analiza datelor se suprapune cu domeniul inteligen\u021bei artificiale<\/strong> (care necesit\u0103 foarte multe date), este o mare nevoie de anali\u0219ti<\/strong> care s\u0103 selecteze, s\u0103 preg\u0103teasc\u0103 \u0219i s\u0103 extrag\u0103 date, pentru a genera aplica\u021bii IA puternice. De fapt, multe dintre calific\u0103rile \u00een IA \u0219i analiz\u0103 de date func\u021bioneaz\u0103 ideal \u00eempreun\u0103, pentru a acumula informa\u021bii mai complexe.\u00a0<\/p>

Pe baza observa\u021biilor oferite de clien\u021bii \u0219i exper\u021bii Udemy for Business, iat\u0103 cuno\u0219tin\u021bele tehnice care merit\u0103 explorate \u0219i urm\u0103rite \u00een dezvoltarea unei cariere de analist sau a altei profesii din lumea datelor, c\u00e2t \u0219i la angajarea celei mai competente echipe.\u00a0 <\/b>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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1. Python\u00a0\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Python\u200b este vital \u00een dezvoltarea IA \u0219i, probabil, este cea mai important\u0103 calificare ce trebuie dob\u00e2ndit\u0103 \u00een lucrul cu analiza datelor. Acest limbaj de programare este unul dintre preferatele anali\u0219tilor de date, ale web developerilor \u0219i ale exper\u021bilor IA, datorit\u0103 simplit\u0103\u021bii sintaxei, a num\u0103rului mare de libr\u0103rii open-source create pentru Python (ce determin\u0103 eficien\u021ba dezvolt\u0103rii de aplica\u021bii \u0219i algoritmi), dar \u0219i aplic\u0103rii sale diversificate.<\/p>

Devino \u0219i tu un programator cunosc\u0103tor al celor mai c\u0103utate tehnologii precum Python, .NET, Java \u0219i Javascript, GIT, diferite baze de date \u0219i moduri de lucru agile<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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2. R\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Limbajul de programare R este folosit cel mai des pentru analiza statistic\u0103 a seturilor mari de date. A fost instrumentul preferat \u00een comunitatea analizei de date pentru mul\u021bi ani, ca resurs\u0103 ideal\u0103 pentru vizualizarea lor. R este folosit foarte mult \u00een mediul academic.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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3. \u00cenv\u0103\u021barea automat\u0103\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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\u00cenv\u0103\u021barea automat\u0103 este un subdomeniu al IA ce utilizeaz\u0103 date \u0219i algoritmi pentru a instrui calculatoarele s\u0103 identifice tipare \u0219i s\u0103 ac\u021bioneze sau s\u0103 realizeze predic\u021bii conform acelor tipare, f\u0103r\u0103 a fi specific programate s\u0103 fac\u0103 asta. Aceast\u0103 competen\u021b\u0103 utilizeaz\u0103 seturi de date structurate pentru a \u00eenv\u0103\u021ba calculatoarele, prin diferite tehnici \u00eemp\u0103r\u021bite \u00een categorii (precum \u00eenv\u0103\u021bare supervizat\u0103, \u00eenv\u0103\u021bare nesupervizat\u0103 \u0219i \u00eenv\u0103\u021bare consolidat\u0103).\u00a0<\/p>

Detectarea fraudei \u0219i motoarele de recomand\u0103ri sunt unele dintre cele mai des \u00eent\u00e2lnite aplic\u0103ri ale \u00eenv\u0103\u021b\u0103rii automate. Aceast\u0103 competen\u021b\u0103 este specific\u0103 nu doar anali\u0219tilor de date, ci \u0219i inginerilor de machine learning.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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4. Deep learning (\u00eenv\u0103\u021bare profund\u0103)<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Aceasta este o subramur\u0103 a \u00eenv\u0103\u021b\u0103rii automate \u0219i utilizeaz\u0103 re\u021bele neuronale artificiale (algoritmi de calcul construi\u021bi pe mai multe niveluri de seturi de date). Aceste re\u021bele \u00ee\u0219i propun s\u0103 imite re\u021belele neuronale ale creierului uman \u0219i \u00eenva\u021b\u0103 observ\u00e2nd detalii ale datelor pe care sunt instruite s\u0103 le studieze (de c\u0103tre un analist de date sau un inginer web). \u00cenv\u0103\u021barea profund\u0103 este utilizat\u0103 \u00een aplica\u021bii precum recunoa\u0219terea imaginilor <\/b>(albumele digitale foto pot recunoa\u0219te \u0219i grupa \u00eempreun\u0103 diferite tipuri de poze) \u0219i robotic\u0103 <\/b>(robo\u021bii \u00eenva\u021b\u0103 s\u0103 recunoasc\u0103 scenarii uzuale \u0219i s\u0103 reac\u021bioneze \u00een consecin\u021b\u0103 la fiecare.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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5. Regresie \u0219i clasificare\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Acestea sunt metode de supervizare a \u00eenv\u0103\u021b\u0103rii, \u00een care datele de intrare \u0219i ie\u0219ire sunt furnizate algoritmilor. Ambele \u00eencearc\u0103 s\u0103 prezic\u0103 o valoare baz\u00e2ndu-se pe seturile de date furnizate.\u00a0<\/p>

Analiza prin regresie<\/b> poate fi utilizat\u0103 \u00een predic\u021bia pre\u021bului locuin\u021belor pe baza datelor unor locuin\u021be similare din cartiere similare. Analiza prin clasificare<\/b> poate fi utilizat\u0103 \u00eentr-o aplica\u021bie mobil\u0103 care identific\u0103 o plant\u0103 pe baza unei poze \u00eenc\u0103rcate de un utilizator.\u00a0\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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6. Prelucrarea limbajului natural\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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O alt\u0103 calificare tehnic\u0103 de viitor este prelucrarea limbajului natural (PLN), ramur\u0103 a inteligen\u021bei artificiale care \u00eenva\u021b\u0103 calculatoarele s\u0103 citeasc\u0103 \u0219i s\u0103 \u00een\u021beleag\u0103 limbajul comun folosit de c\u0103tre oameni. PLN folose\u0219te algoritmii \u00eenv\u0103\u021b\u0103rii automate pentru a analiza cantit\u0103\u021bi importante de date despre sintaxa \u0219i semantica limbajului, \u00eenv\u0103\u021b\u00e2nd calculatoarele s\u0103 \u00een\u021beleag\u0103 vorbirea uman\u0103 \u0219i s\u0103 r\u0103spund\u0103 \u00een consecin\u021b\u0103. Acest skill se folose\u0219te de ingineri, anali\u0219ti de date \u0219i developeri pentru asisten\u021bi digitali ca Alexa, chatbo\u021bi \u0219i chiar \u00een zona juridic\u0103, pentru scanarea rapid\u0103 a unor documente foarte lungi.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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7. SQL\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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SQL\u200b (Structured Query Language) este o calificare necesar\u0103 oricui lucreaz\u0103 cu date \u0219i este util inginerilor de software \u0219i administratorilor de sisteme. SQL este foarte bun pentru manipularea datelor, permi\u021b\u00e2ndu-le echipelor s\u0103 aplice interog\u0103ri \u0219i s\u0103 combine datele din diferite surse.\u00a0<\/p>

La fel ca Python, este o calificare esen\u021bial\u0103 pentru majoritatea anali\u0219tilor de date din ziua de azi, permi\u021b\u00e2nd echipelor s\u0103 extrag\u0103 informa\u021bii de afaceri importante din cele mai simple interog\u0103ri. SQL se poate folosi \u00een multe specializ\u0103ri din domeniul IT.\u00a0<\/p>

Un full-stack developer preg\u0103tit de Codecool \u00eenva\u021b\u0103 abilit\u0103\u021bi soft, c\u00e2t \u0219i competen\u021be tehnice necesare \u00een profesiile viitorului. Afl\u0103 cum po\u021bi deveni unul\u00a0<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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8. NoSQL\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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NoSQL\u200b se refer\u0103 la \u201cNot Only SQL\u201d, un tip de baz\u0103 de date care nu depinde de rela\u021biile \u00eentre tabele, precum \u00een SQL. \u00cenv\u0103\u021barea nu este la fel de simpl\u0103 precum a limbajului SQL. Dar anali\u0219tii de date \u0219i developerii ar trebui mai degrab\u0103 s\u0103 \u00eenve\u021be principiile construirii \u0219i gestion\u0103rii bazelor de date NoSQL nestructurate, av\u00e2nd \u00een vedere cre\u0219terea popularit\u0103\u021bii lor \u0219i faptul c\u0103 anumite companii tech precum Facebook sau Google se bazeaz\u0103 pe NoSQL.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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9. Elasticsearch\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Elasticsearch\u200b este un motor de c\u0103utare de text \u0219i analiz\u0103 open-source important. Func\u021bionalitatea de text este adesea utilizat\u0103 pentru c\u0103ut\u0103ri \u00een aplica\u021bii \u0219i pe site-uri, utiliz\u00e2nd gre\u0219eli de gramatic\u0103, autocompletare \u0219i sinonime pentru a le face foarte intuitive pentru utilizatorul final. Poate fi folosit\u0103 ca motor analitic prin scrierea de interog\u0103ri pentru agregarea de date. Este utilizat\u0103 destul de des pentru a monitoriza managementul performan\u021bei unei aplica\u021bii.\u00a0 <\/b>\u00a0\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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10. Hadoop\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Hadoop\u200b este un software open-source care stocheaz\u0103 volume mari de date, permi\u021b\u00e2ndu-le organiza\u021biilor s\u0103 scaleze \u0219i s\u0103 distribuie procesele de date, f\u0103r\u0103 teama c\u0103 sistemele de calcul \u0219i serverele nu au suficient\u0103 memorie disponibil\u0103. Un analist de date poate utiliza Hadoop pentru a procesa, explora, filtra \u0219i testa rapid seturi mari de date \u00een mai multe ansambluri de calculatoare.\u00a0\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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11. Vizualizarea datelor\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Instrumentele de vizualizare a datelor permit echipelor s\u0103 extrag\u0103 informa\u021bii valoroase \u0219i s\u0103 le \u00eemp\u0103rt\u0103\u0219easc\u0103 cu restul echipei sau cu managementul unei companii, pentru cele mai bune decizii de business. Instrumente precum Tableau \u0219i Microsoft Power BI le permit utilizatorilor s\u0103 fac\u0103 seturile de date complexe mai u\u0219or de \u00een\u021beles, prin intermediul prezent\u0103rilor vizuale \u0219i al interfe\u021belor intuitive.\u00a0<\/p>

Sunt competen\u021be tehnice care stau la baza multor profesii din lumea digital\u0103 \u0219i tehnologic\u0103, cu numeroase aplic\u0103ri \u00een diferite domenii, dincolo de IA. Cu toate c\u0103 necesit\u0103 aten\u021bie, interes \u0219i dedicare pe termen lung, aceste calific\u0103ri vor garanta funda\u021bia unei cariere de viitor adaptat\u0103 pentru provoc\u0103ri.\u00a0\u00a0<\/p>

Descoper\u0103 cele mai populare limbaje de programare folosite \u00een joburile IT ale viitorului \u0219i devino un profesionist preg\u0103tit de noi provoc\u0103ri!<\/a><\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

Apar noi tehnologii, aplica\u021bii de inteligen\u021b\u0103 artificial\u0103 \u0219i sisteme inteligente care evolueaz\u0103 rapid \u0219i influen\u021beaz\u0103 lumea. Iar pia\u021ba muncii e for\u021bat\u0103 s\u0103 \u021bin\u0103 pasul alert, odat\u0103 cu aceast\u0103 dinamic\u0103. Profesiile vechi evolueaz\u0103 \u0219i ele \u00een roluri hibride sau \u00een meserii de viitor specifice unei lumi moderne, marcat\u0103 de schimbare. Pentru c\u0103 tehnologiile noi, inclusiv inteligen\u021ba […]<\/p>\n","protected":false},"author":4,"featured_media":28008,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[182],"tags":[],"class_list":["post-28007","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cariera-it"],"yoast_head":"\nCele mai c\u0103utate 11 skilluri tehnice pentru meseriile viitorului - Codecool<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/codecool.com\/ro\/competente-meseriile-viitorului\/\" \/>\n<meta property=\"og:locale\" content=\"ro_RO\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cele mai c\u0103utate 11 skilluri tehnice pentru meseriile viitorului\" \/>\n<meta property=\"og:description\" content=\"Apar noi tehnologii, aplica\u021bii de inteligen\u021b\u0103 artificial\u0103 \u0219i sisteme inteligente care evolueaz\u0103 rapid \u0219i influen\u021beaz\u0103 lumea. Iar pia\u021ba muncii e for\u021bat\u0103 s\u0103 \u021bin\u0103 pasul alert, odat\u0103 cu aceast\u0103 dinamic\u0103. Profesiile vechi evolueaz\u0103 \u0219i ele \u00een roluri hibride sau \u00een meserii de viitor specifice unei lumi moderne, marcat\u0103 de schimbare. 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