{"id":54310,"date":"2019-12-23T00:00:00","date_gmt":"2019-12-22T21:00:00","guid":{"rendered":"https:\/\/prohoster.info\/blog\/blog_prohoster\/kak-ya-prohozhu-online-master-of-science-in-computer-science-i-komu-eto-mozhet-ne-podojti"},"modified":"2020-02-18T14:02:18","modified_gmt":"2020-02-18T11:02:18","slug":"kak-ya-prohozhu-online-master-of-science-in-computer-science-i-komu-eto-mozhet-ne-podojti","status":"publish","type":"post","link":"https:\/\/prohoster.info\/ro\/blog\/news\/kak-ya-prohozhu-online-master-of-science-in-computer-science-i-komu-eto-mozhet-ne-podojti","title":{"rendered":"Cum \u00eemi desf\u0103\u0219or Online Master of Science in Computer Science \u0219i cui nu i s-ar putea potrivi","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Am \u00eencheiat primul meu an de studii \u00een cadrul programului Online Master of Science in Computer Science (OMSCS) la Georgia Institute of Technology (3 cursuri din 10). Am vrut s\u0103 \u00eemp\u0103rt\u0103\u0219esc c\u00e2teva concluzii intermediare. <\/p>\n<p><\/p>\n<p>Nu merit\u0103 s\u0103 te duci acolo dac\u0103:<\/p>\n<p><noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h3 id=\"1--hochetsya-nauchitsya-programmirovat\">1. Vrei s\u0103 \u00eenve\u021bi s\u0103 programezi<\/h3>\n<p><\/p>\n<p>\u00cen opinia mea, un programator bun trebuie s\u0103:<\/p>\n<p><\/p>\n<ul>\n<li>Cunoasc\u0103 structura unui anumit limbaj, bibliotecile standard etc.;<\/li>\n<li>\u0218tie s\u0103 scrie cod reutilizabil \u0219i extensibil;<\/li>\n<li>\u0218tie s\u0103 citeasc\u0103 cod \u0219i s\u0103 scrie cod u\u0219or de citit;<\/li>\n<li>S\u0103 \u0219tie s\u0103 testeze codul \u0219i s\u0103 corecteze erorile;<\/li>\n<li>S\u0103 cunoasc\u0103 structurile de baz\u0103 ale datelor \u0219i algoritmii.<\/li>\n<\/ul>\n<p><\/p>\n<p>Pe aceast\u0103 tem\u0103 exist\u0103 c\u0103r\u021bi, cursuri MOOC, munc\u0103 bun\u0103 \u00eentr-o echip\u0103 decent\u0103. Cursurile individuale din MSCS pot ajuta cu unele dintre cele men\u021bionate, dar \u00een general programul nu este despre asta. Cunoa\u0219terea limbajelor este fie o condi\u021bie prealabil\u0103 pentru cursuri, fie se presupune c\u0103 po\u021bi s\u0103 le \u00eenve\u021bi rapid \u00een volumul necesar. De exemplu, \u00een cursul Graduate Introduction to Operating Systems trebuia s\u0103 fac 4 proiecte av\u00e2nd un volum total de peste 5000 de linii de cod C, plus trebuia s\u0103 citesc aproximativ 10 lucr\u0103ri \u0219tiin\u021bifice. \u00cen cursul Artificial Intelligence, pe l\u00e2ng\u0103 cele \u0219ase proiecte dificile, trebuia s\u0103 \u00eendeplinesc dou\u0103 examene extreme \u2014 \u00een decursul unei s\u0103pt\u0103m\u00e2ni s\u0103 rezolv 30 \u0219i 60 de pagini de probleme nu tocmai simple. <\/p>\n<p><\/p>\n<p>Cerin\u021bele pentru codul \u201ebun\u201d \u00een ceea ce prive\u0219te lizibilitatea sunt adesea absente. De multe ori, evaluarea este realizat\u0103 automat pe baza testelor automate, iar adesea exist\u0103 cerin\u021be legate de performan\u021b\u0103; codul \u0219i textele sunt verificate pentru plagiat.<\/p>\n<p><\/p>\n<h3 id=\"2-osnovnaya-motivaciya---primenit-novye-znaniya-na-tekuschem-meste\">2. Motivarea principal\u0103 este de a aplica noile cuno\u0219tin\u021be \u00een locul de munc\u0103 actual<\/h3>\n<p><\/p>\n<p>Unele cursuri pot oferi instrumentele necesare. Dar \u00eentrebarea este ce vei face cu o ton\u0103 de proiecte \u0219i materiale, la st\u0103p\u00e2nirea c\u0103rora va trebui s\u0103 dedici tot timpul liber \u00een urm\u0103torii c\u00e2\u021biva ani. Mi se pare c\u0103 experien\u021ba MSCS se potrive\u0219te bine cu anecdota:<\/p>\n<p><\/p>\n<p>Un cercet\u0103tor \u0219i un popularizator al \u0219tiin\u021bei au fost \u00eentreba\u021bi despre scopurile \u0219i rezultatele unei anumite cercet\u0103ri:<\/p>\n<p><\/p>\n<p>Popularizatorul:<br \/>\n \u2014 Rezultatele acestei cercet\u0103ri au ajutat la validarea ipotezei\u2026 De asemenea, au adus o contribu\u021bie semnificativ\u0103 la dezvoltarea\u2026<\/p>\n<p><\/p>\n<p>Cercet\u0103torul:<br \/>\n \u2014 Este pur \u0219i simplu uimitor!<\/p>\n<p><\/p>\n<p>Cred c\u0103 este posibil s\u0103 parcurgi \u00eentregul program f\u0103r\u0103 pierderi, doar dac\u0103 totul este interesant \u0219i distractiv. Dar acest lucru nu anuleaz\u0103 faptul c\u0103 angajatorii privesc educa\u021bia astfel (mai ales \u00een Statele Unite, dar cred c\u0103 nu doar acolo). Dup\u0103 ce am ad\u0103ugat informa\u021bii pe LinkedIn despre faptul c\u0103 studiez acolo, am \u00eenceput s\u0103 primesc cereri de la recrutoare de la companii de renume din Europa \u0219i Statele Unite. Dintre cunoscu\u021bii mei din Toronto, c\u00e2\u021biva au avansat \u00een carier\u0103 sau au g\u0103sit un nou loc de munc\u0103 \u00een timpul studiilor. <\/p>\n<p><\/p>\n<p>Pe l\u00e2ng\u0103 avantajele profesionale, MSCS deschide \u0219i alte oportunit\u0103\u021bi. Po\u021bi s\u0103 te implici \u00een proiecte de cercetare interesante \u00een cadrul Georgia Tech, dac\u0103 ai trecut cu succes cursurile necesare. Asistentul principal de predare (TA) \u00een AI este un b\u0103iat rus care, dup\u0103 un an de studii la OMSCS, s-a transferat \u00een campus \u0219i a plecat s\u0103 studieze \u0219i s\u0103 desf\u0103\u0219oare cercet\u0103ri \u00een Atlanta. Din c\u00e2te \u0219tiu, pl\u0103nuie\u0219te s\u0103 ob\u021bin\u0103 un doctorat.<\/p>\n<p><\/p>\n<h3 id=\"3-rasschityvaesh-proyti-programmu-v-gordom-odinochestve\">3. Te preg\u0103te\u0219ti s\u0103 finalizezi programul \u00een solitudine m\u00e2ndr\u0103<\/h3>\n<p><\/p>\n<p>Condus 50% din profitul programului \u2014 este oportunitatea de a socializa. OMSCS are o comunitate mare \u0219i activ\u0103. Pentru fiecare clas\u0103 se angajeaz\u0103 o echip\u0103 numeroas\u0103 de TA (de obicei, studen\u021bi ai acelora\u0219i program, care au finalizat cu succes cursul curent). To\u021bi ace\u0219ti oameni vor s\u0103 colaboreze \u0219i s\u0103 \u00eenve\u021be \u00eempreun\u0103. Ce \u00ee\u021bi ofer\u0103 socializarea:<\/p>\n<p><\/p>\n<ul>\n<li>Pl\u0103cerea de a suferi \u00eempreun\u0103 cu al\u021bii;<\/li>\n<li>Cuno\u0219tin\u021be noi din \u00eentreaga lume \u0219i dezvoltarea abilit\u0103\u021bilor soft;<\/li>\n<li>Oportunitatea de a primi ajutor \u0219i de a \u00eenv\u0103\u021ba ceva nou;<\/li>\n<li>Oportunitatea de a oferi ajutor \u0219i de a \u00eenv\u0103\u021ba ceva nou;<\/li>\n<li>Networking profesional.<\/li>\n<\/ul>\n<p><\/p>\n<p>Majoritatea studen\u021bilor sunt persoane cu experien\u021b\u0103 \u00een industrie, adesea lideri de departamente, arhitec\u021bi, p\u00e2n\u0103 la CTO. Aproximativ 25% nu au o educa\u021bie formal\u0103 \u00een CS, adic\u0103 oameni cu experien\u021b\u0103 destul de divers\u0103. La \u00eenceputul programului aveam 5 ani de experien\u021b\u0103 \u00een dezvoltarea Java la Yandex.Money, iar acum lucrez part-time ca cercet\u0103tor \u00eentr-un startup medical (deep learning \u00een stomatologie).<\/p>\n<p><\/p>\n<p>Mul\u021bi studen\u021bi sunt motiva\u021bi \u0219i deschi\u0219i la comunicare. Programul poate fi urmat \u0219i singur, dar \u00een rezultat investe\u0219ti 2.5-3 ani din timpul t\u0103u (dac\u0103 iei \u00een considerare munca) \u0219i ob\u021bii doar 50% din profitul posibil. Pentru mine, acest aspect este cea mai mare dificultate, deoarece exist\u0103 nesiguran\u021b\u0103 \u00een sine \u0219i o barier\u0103 lingvistic\u0103, dar m\u0103 str\u0103duiesc s\u0103 lucrez la asta. Ne \u00eent\u00e2lnim regulat cu colegii care locuiesc \u00een Toronto. To\u021bi sunt destul de activi \u0219i interesan\u021bi, iar unul dintre ei a organizat o \u00eent\u00e2lnire cu Zvi Galil, \u201etat\u0103l\u201d programului OMSCS, decanul facult\u0103\u021bii de Computing de la Georgia Tech, care a renun\u021bat la func\u021bie \u00een acest an. <\/p>\n<p><\/p>\n<p>Un exemplu despre motiva\u021bie: exist\u0103 un student legendar care a combinat parcurgerea programului cu serviciul \u00een armat\u0103. Se conecta pe forum \u00een timpul zborurilor, realiz\u00e2nd proiecte \u0219i ascult\u00e2nd lec\u021bii, \u00een timpul exerci\u021biilor de teren. Acum lucreaz\u0103 \u00eentr-un institut de cercetare la Georgia Tech, pl\u0103nuind s\u0103 fac\u0103 un doctorat.<\/p>\n<p><\/p>\n<h3 id=\"4-net-gotovnosti-serezno-kommititsya-po-vremeni\">4. Nu exist\u0103 disponibilitate serioas\u0103 de a te angaja \u00een timp.<\/h3>\n<p><\/p>\n<p>La prima vedere, OMSCS poate p\u0103rea similar cu un set de cursuri MOOC sau cu o specializare pe Coursera sau o platform\u0103 similar\u0103. Am ascultat c\u00e2teva cursuri pe Coursera, de exemplu, primele p\u0103r\u021bi ale cursurilor de Cryptography \u0219i Algorithms de la Stanford. De asemenea, am parcurs un curs online pentru studii postuniversitare pl\u0103tit la Stanford (care este urmat \u0219i de studen\u021bi MS \u0219i PhD) \u0219i am ascultat gratuit lec\u021biile de CS231n (Re\u021bele neuronale convolu\u021bionale pentru recunoa\u0219tere vizual\u0103) de la Stanford.<\/p>\n<p><\/p>\n<p>Din experien\u021ba mea, principalele diferen\u021be \u00eentre cursurile online de studii postuniversitare \u0219i cursurile MOOC gratuite sunt:<\/p>\n<p><\/p>\n<ul>\n<li>Implicarea \u0219i motiva\u021bia mult mai mare a TA-urilor, instructorilor \u0219i altor studen\u021bi, un angajament mult mai mare (nimeni nu vrea s\u0103 urmeze programul ve\u0219nic, mai ales c\u0103 exist\u0103 un termen limit\u0103 de 6 ani);<\/li>\n<li>Un timeline destul de riguros: lec\u021biile, \u00een cazul Georgia Tech, sunt disponibile toate dintr-o dat\u0103 (le po\u021bi asculta la timp convenabil). Po\u021bi citi dinainte manualul (multe persoane fac asta \u00een pauzele dintre semestre). Dar exist\u0103 proiecte, iar acestea au termene limit\u0103, adesea proiectele fiind legate de lec\u021biile specifice. Exist\u0103 termene pentru examene (de obicei, sunt dou\u0103 pe semestru). Este recomandat s\u0103 men\u021bii ritmul. Timpul necesar pe s\u0103pt\u0103m\u00e2n\u0103 depinde de cursuri \u0219i experien\u021b\u0103. Nu a\u0219 calcula sub 10 ore pe s\u0103pt\u0103m\u00e2n\u0103 pentru un curs. \u00cen medie, \u00eemi ia 20 (uneori foarte pu\u021bin, alteori poate fi 30, 40); <\/li>\n<li>Proiectele sunt mai complexe \u0219i interesante dec\u00e2t \u00een MOOC \u0219i cu mult mai ample;<\/li>\n<li>Universit\u0103\u021bile \u0219i angajatorii poten\u021biali acord\u0103 o aten\u021bie mai mare acestor cursuri. De exemplu, Georgia Tech, la trimiterea cererii, solicit\u0103: \"NU lista\u021bi cursurile de tip MOOC care nu au not\u0103, nu sunt academice.\"<\/li>\n<\/ul>\n<p><\/p>\n<h3 id=\"5-hochetsya-chtoby-vse-bylo-ponyatno-razzhevano-i-chetko\">5. Vreau ca totul s\u0103 fie clar, explicat \u0219i concis<\/h3>\n<p><\/p>\n<p>\u00cen primul r\u00e2nd, MSCS nu este un program de licen\u021b\u0103. Exist\u0103 cursuri, dar acestea ofer\u0103 o imagine destul de general\u0103 asupra subiectului. Aproape toate proiectele implic\u0103 o cercetare activ\u0103 personal\u0103. Aceasta poate include comunicarea cu colegii \u0219i asisten\u021bii (vezi punctul 3), citirea de c\u0103r\u021bi, articole etc.<\/p>\n<p><\/p>\n<p>\u00cen al doilea r\u00e2nd, OMSCS este o infrastructur\u0103 destul de mare \u0219i puternic\u0103, cu mul\u021bi oameni pasiona\u021bi care creeaz\u0103 \u0219i sus\u021bin cursuri (vezi punctul 2). Acestor oameni le plac experimentele \u0219i provoc\u0103rile. Schimb\u0103 proiectele, experimenteaz\u0103 cu \u00eentreb\u0103rile din teste \u0219i examene, modific\u0103 mediile de testare etc. \u00cen rezultat, aceasta duce la unele rezultate deloc previzibile. Din experien\u021ba mea:<\/p>\n<p><\/p>\n<ul>\n<li>\u00centr-un curs, ceva s-a stricat dup\u0103 o actualizare <a class=\"wpil_keyword_link\" href=\"https:\/\/prohoster.info\/ro\/server\/\"   title=\"servere\" data-wpil-keyword-link=\"linked\"  data-wpil-monitor-id=\"1460\">servere<\/a> iar acele servere au \u00eencetat s\u0103 ofere rezultate de testare stabil\u0103 sub \u00eenc\u0103rcare. Oamenii au reac\u021bionat ad\u0103ug\u00e2nd un smiley cu eroarea serverului \u00een Slack \u0219i \u00eencerc\u0103ri nocturne de a trimite lucr\u0103rile;<\/li>\n<li>\u00centr-un alt curs, au fost lansate teste \u0219i examene cu r\u0103spunsuri incorecte sau contestate. \u00cen urma discu\u021biilor cu studen\u021bii, aceste erori au fost corectate \u00eempreun\u0103 cu notele. Unii au reac\u021bionat calm, al\u021bii s-au indignat \u0219i s-au pl\u00e2ns. La mine, toate modific\u0103rile au fost \u00een plus \u0219i a fost chiar pl\u0103cut \u00een felul s\u0103u (nu faci nimic, dar nota cre\u0219te).<\/li>\n<\/ul>\n<p><\/p>\n<p>Toate acestea, desigur, adaug\u0103 un pic de stres la montagne russe deja intens\u0103, dar toate aceste aspecte se aliniaz\u0103 bine cu realit\u0103\u021bile vie\u021bii: \u00eenva\u021b\u0103 s\u0103 explorezi problemele, s\u0103 rezolvi sarcini \u00een condi\u021bii de incertitudine \u0219i s\u0103 construie\u0219ti un dialog cu alte persoane.<\/p>\n<p><\/p>\n<p>OMSCS de la Georgia Tech are specificit\u0103\u021bile sale:<\/p>\n<p><\/p>\n<ul>\n<li>Georgia Tech este una dintre cele mai de top universit\u0103\u021bi tehnice din SUA;<\/li>\n<li>Este unul dintre cele mai vechi MSCS online;<\/li>\n<li>Probabil, cel mai mare MSCS online: ~9 mii de studen\u021bi \u00een 6 ani;<\/li>\n<li>Unul dintre cele mai ieftine MSCS: aproximativ 8 mii de dolari pentru \u00eentreaga educa\u021bie;<\/li>\n<li>\u00cen clase, \u00eenv\u0103\u021b\u0103m simultan 400-600 de persoane (la final, de obicei mai pu\u021bine, \u00een mijlocul semestrului po\u021bi ie\u0219i cu o not\u0103 W, care nu influen\u021beaz\u0103 GPA);<\/li>\n<li>Nu toate cursurile on-campus sunt disponibile online (dar lista se extinde \u0219i deja exist\u0103 o selec\u021bie foarte bun\u0103, deocamdat\u0103 nu sunt cursuri de deep learning, dar nu ne pierdem speran\u021ba);<\/li>\n<li>Nu este u\u0219or s\u0103 accesezi orice curs din cauza listelor de priorit\u0103\u021bi \u0219i a num\u0103rului mare de doritori (peste 90% dintre studen\u021bi termin\u0103 cursurile de algoritmi aproape de final);<\/li>\n<li>Nu toate cursurile au material de calitate uniform\u0103 \u0219i activitate din partea TA \u0219i profesorilor, dar sunt multe cursuri bune. Internetul ofer\u0103 multe informa\u021bii despre cursuri specifice (recenzii, reddit, slack). \u00centotdeauna po\u021bi alege ceva pe gustul t\u0103u.<\/li>\n<\/ul>\n<p><\/p>\n<p>Av\u00e2nd \u00een vedere toate specificit\u0103\u021bile, cu un nivel bun de motiva\u021bie, o atitudine activ\u0103 \u0219i o mentalitate pozitiv\u0103 \u00een general \u2014 aceasta este o cale interesant\u0103 \u0219i complet realizabil\u0103. Sper c\u0103 \u00een peste un an opinia mea nu se va schimba radical \u0219i c\u0103 aceste informa\u021bii vor fi utile cuiva.<\/p>\n<p>Sursa: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/481554\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0417\u0430\u043a\u043e\u043d\u0447\u0438\u043b\u0430 \u0441\u0432\u043e\u0439 \u043f\u0435\u0440\u0432\u044b\u0439 \u0433\u043e\u0434 \u0443\u0447\u0435\u0431\u044b \u043f\u043e \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0435 Online Master of Science in Computer Science (OMSCS) \u0432 Georgia Institute of Technology (3 \u043a\u0443\u0440\u0441\u0430 \u0438\u0437 10). \u0417\u0430\u0445\u043e\u0442\u0435\u043b\u043e\u0441\u044c \u043f\u043e\u0434\u0435\u043b\u0438\u0442\u044c\u0441\u044f \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u043c\u0438 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u043c\u0438 \u0432\u044b\u0432\u043e\u0434\u0430\u043c\u0438. \u041d\u0435 \u0441\u0442\u043e\u0438\u0442 \u0442\u0443\u0434\u0430 \u0438\u0434\u0442\u0438, \u0435\u0441\u043b\u0438: 1. \u0425\u043e\u0447\u0435\u0442\u0441\u044f \u043d\u0430\u0443\u0447\u0438\u0442\u044c\u0441\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0412 \u043c\u043e\u0435\u043c \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0438, \u0432 \u0431\u0430\u0437\u0435 \u0445\u043e\u0440\u043e\u0448\u0435\u043c\u0443 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0443 \u043d\u0430\u0434\u043e: \u0417\u043d\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u044f\u0437\u044b\u043a\u0430, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0435 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u0438 \u0442.\u0434.; 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