{"id":124740,"date":"2025-10-15T08:37:39","date_gmt":"2025-10-15T07:37:39","guid":{"rendered":"https:\/\/codecool.com\/?p=124740"},"modified":"2025-10-15T08:39:53","modified_gmt":"2025-10-15T07:39:53","slug":"van-ertelme-programozast-tanulni-az-ai-koraban","status":"publish","type":"post","link":"https:\/\/codecool.com\/hu\/van-ertelme-programozast-tanulni-az-ai-koraban\/","title":{"rendered":"Van \u00e9rtelme programoz\u00e1st tanulni az AI kor\u00e1ban?"},"content":{"rendered":"\t\t
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Nemr\u00e9g r\u00e9szt vett\u00fcnk a Brain Bar \u201eK\u00f3dolt buk\u00e1s\u201d c\u00edm\u0171 kerekasztalbesz\u00e9lget\u00e9s\u00e9n, ahol izgalmas vita zajlott: vajon van-e m\u00e9g \u00e9rtelme programoz\u00e1st tanulni akkor, amikor az AI m\u00e1r k\u00e9pes k\u00f3dot gener\u00e1lni? Ebb\u0151l a besz\u00e9lget\u00e9sb\u0151l hoztunk most el p\u00e1r k\u00e9rd\u00e9st \u00e9s gondolatot.<\/b><\/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

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\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"brain\t\t\t\t\t\t\t\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
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Ha a g\u00e9p m\u00e1r tud k\u00f3dot \u00edrni, mihez kell m\u00e9g az ember? \n<\/h2>\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
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A besz\u00e9lget\u00e9s kezdet\u00e9n hamar kider\u00fclt, hogy a k\u00e9rd\u00e9s m\u00f6g\u00f6tt val\u00f3j\u00e1ban egy sokkal m\u00e9lyebb dilemma rejlik: mit jelent ma a g\u00e9pekkel egy\u00fctt gondolkodni?<\/span><\/p>

Ahogy Guly\u00e1s L\u00e1szl\u00f3, Az ELTE Mesters\u00e9ges Intelligencia Tansz\u00e9k docense fogalmazott: <\/span>
<\/span>\u201cA sz\u00e1m\u00edt\u00f3g\u00e9p az utas\u00edt\u00e1saink, nem az elk\u00e9pzel\u00e9seink szerint m\u0171k\u00f6dik.\u201d Ez az egyetlen mondat tal\u00e1n jobban megmagyar\u00e1zza, mi\u00e9rt van m\u00e9g mindig sz\u00fcks\u00e9g programoz\u00f3kra, mint b\u00e1rmilyen eszmefuttat\u00e1s. Mert am\u00edg az AI nem olvassa a gondolatainkat, addig kell valaki, aki pontosan megfogalmazza, mit is akarunk t\u0151le.<\/span><\/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

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Mi t\u00f6rt\u00e9nik a k\u00f3d m\u00f6g\u00f6tt, \u00e9s mi\u00e9rt kell tudnunk r\u00f3la?<\/h2>\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
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A mesters\u00e9ges intelligencia val\u00f3ban elk\u00e9peszt\u0151 temp\u00f3ban fejl\u0151dik. K\u00e9pes k\u00f3dot gener\u00e1lni, jav\u00edtani, tesztelni is. De a fejleszt\u00e9s soha nem csak a k\u00f3dol\u00e1sr\u00f3l sz\u00f3lt. Ahhoz, hogy a g\u00e9p val\u00f3ban azt tegye, amit szeretn\u00e9nk, \u00e9rten\u00fcnk kell a gondolkod\u00e1sm\u00f3dj\u00e1t: a strukt\u00far\u00e1t \u00e9s a logik\u00e1t ami ment\u00e9n m\u0171k\u00f6dik, \u00e9s ezut\u00e1n tudjuk \u00fagy utas\u00edtani, hogy sz\u00e1nd\u00e9kaink szerint cselekedjen.\u00a0<\/span><\/p>

\u201eMinden AI legalj\u00e1n ott vannak a <\/span>for<\/span><\/i>-ciklusok \u00e9s a v\u00e1ltoz\u00f3k. J\u00f3 tudni, mi\u00e9rt vannak ott, \u00e9s mi t\u00f6rt\u00e9nik vel\u00fck.\u201d Atom Rich\u00e1rd, a Codecool term\u00e9kfejleszt\u00e9si vezet\u0151je szerint kellenek az elm\u00e9leti alapok az \u00e9p\u00edtkez\u00e9shez a tanul\u00e1sban is, hiszen aki nem \u00e9rti a k\u00f3d m\u00f6g\u00f6tti logik\u00e1t, annak az AI is fekete doboz marad.\u00a0<\/span><\/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

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\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"\"\t\t\t\t\t\t\t\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
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Promptolni vagy programozni fogunk?<\/h2>\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
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A besz\u00e9lget\u00e9s egyik nagy k\u00e9rd\u00e9se ez volt: a j\u00f6v\u0151 fejleszt\u0151i promptolnak vagy programoznak majd? A v\u00e1lasz: biztosan ez a k\u00e9rd\u00e9s?<\/span><\/p>

A j\u00f3 prompt ma m\u00e1r legal\u00e1bb annyit sz\u00e1m\u00edt, mint a j\u00f3 k\u00f3d.<\/span>
<\/span>Hiszen a programoz\u00e1s l\u00e9nyege most is ugyanaz: vil\u00e1gosan megfogalmazni, mit akarunk, honnan, hova akarunk eljutni, majd megtal\u00e1lni az ehhez vezet\u0151 utat. Att\u00f3l lesz \u00e9rt\u00e9kes a k\u00f3d, hogy k\u00e9zzel \u00edrtuk, vagy att\u00f3l, hogy m\u0171k\u00f6dik?<\/span><\/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

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A legfontosabb szuperk\u00e9pess\u00e9g: a probl\u00e9mamegold\u00e1s<\/h2>\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
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A programoz\u00e1s nem egyszer\u0171en k\u00f3dnyelvekr\u0151l \u00e9s \u00edr\u00e1sr\u00f3l, hanem sokkal ink\u00e1bb a gondolkod\u00e1sr\u00f3l sz\u00f3l. Arr\u00f3l, hogyan tudunk egy nagy, \u00f6sszetett feladatot vil\u00e1gos, megoldhat\u00f3 l\u00e9p\u00e9sek sor\u00e1ra bontani. Az AI sok mindent meg tud oldani helyett\u00fcnk, de a gondolkod\u00e1s rendj\u00e9t, a komplex probl\u00e9m\u00e1k meg\u00e9rt\u00e9s\u00e9t m\u00e9g nem.<\/span><\/p>

Ezt m\u00e9g mindig az ember hozza a rendszerbe. Rich\u00e1rd egyik kedvenc p\u00e9ld\u00e1ja \u00edgy hangzott:<\/span><\/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

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\n\t\t\t\t\u201cAz egyik kedvenc gyakorlati p\u00e9ld\u00e1m, hogy ha elmegy\u00fcnk egy bar\u00e1tunk \u00faj lak\u00e1s\u00e1nak h\u00e1zavat\u00f3 bulij\u00e1ba, \u00e9s megk\u00e9r, hogy hozzunk egy s\u00f6rnyit\u00f3t vagy egy dug\u00f3h\u00faz\u00f3t, akkor elmegy\u00fcnk a konyh\u00e1ba, \u00e9s ben\u00e9z\u00fcnk egy fi\u00f3kba. Egyszer\u0171en tudjuk, hogy mi alapj\u00e1n azonos\u00edtsuk be a konyh\u00e1t, tudjuk, hogy \u00e1ltal\u00e1ban nem egy magas szekr\u00e9nyben, egy fenti polcon szokott lenni, hanem ink\u00e1bb egy fi\u00f3kban. Amikor elkezd\u00fcnk programozni, nincs meg ez a k\u00f6rnyezet. Nem tudjuk, hogy melyik a konyha, nem tudjuk, hogy n\u00e9z ki a bornyit\u00f3. Szembes\u00fcl\u00fcnk egy \u00f6sszetett feladattal, \u00e9s ilyenkor szokott j\u00f6nni a k\u00e9ts\u00e9gbees\u00e9s. \u00c9s ezt is meg kell tanulni, hogy milyen \u00e9rz\u00e9s szembes\u00fclni egy komplex feladattal, felismerni, hogy ok\u00e9, bepar\u00e1ztam, fesz\u00fclt vagyok, de mi a k\u00f6vetkez\u0151 l\u00e9p\u00e9s. A k\u00f6vetkez\u0151 l\u00e9p\u00e9s pedig az lesz, amikor elkezdj\u00fck sz\u00e9tsz\u00e1lazni a probl\u00e9m\u00e1t \u00e9s elindulni a megold\u00e1s fel\u00e9.\u201d\n\t\t\t<\/p>\n\t\t\t\t\t\t\t

\n\t\t\t\t\t\t\t\t\t\t\tAtom Rich\u00e1rd - Product Development Manager, Codecool<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\n\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
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Ez a k\u00e9p t\u00f6k\u00e9letesen le\u00edrja, mi\u00e9rt tanulunk programozni: hogy megtanulnjuk, hogyan bonthat\u00f3 le egy nagy probl\u00e9ma kisebb l\u00e9p\u00e9sekre (functional decomposition).<\/span><\/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

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A v\u00e1ltoz\u00e1s \u00e1lland\u00f3 \u2013 a gondolkod\u00e1s marad\n<\/h2>\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
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A fejleszt\u00e9s vil\u00e1ga mindig mozg\u00e1sban van, \u00edgy van ez a programoz\u00e1s \u0151skora \u00f3ta. Nemcsak az AI fejl\u0151d\u00e9se hozhat v\u00e1ratlan fordulatokat: rendszeres, hogy felhaszn\u00e1l\u00f3k sz\u00e1zezreit, milli\u00f3it \u00e9rint\u0151 publikus k\u00f6nyvt\u00e1rak t\u0171nnek el, framework\u00f6k \u00e9s verzi\u00f3k v\u00e1ltj\u00e1k egym\u00e1st. \u00dagy gondoljuk, hogy a \u201cj\u00f3 fejleszt\u0151\u201d alap attit\u0171dje mindig ugyanaz: a bizonytalans\u00e1gban is megmaradni k\u00edv\u00e1ncsinak \u00e9s keresni a megold\u00e1sokat.<\/span><\/p>

Rich\u00e1rd szerint ez az attit\u0171d lehet a kulcs: \u201eNem tudjuk, mi lesz a j\u00f6v\u0151, de azt tudjuk, hogyan lehet kezelni a v\u00e1ltoz\u00f3 j\u00f6v\u0151t \u00e9s felk\u00e9sz\u00fclni a v\u00e1ltoz\u00e1sokra, \u00e9s mindek\u00f6zben a jelenben maradni.\u201d<\/span><\/p>

A programoz\u00e1s teh\u00e1t szerint\u00fcnk nem egy konkr\u00e9t tud\u00e1s, amit \u201cmegtanulsz \u00e9s k\u00e9sz\u201d, hanem egy gondolkod\u00e1sm\u00f3d, ami a v\u00e1ltoz\u00e1sra tan\u00edt felk\u00e9sz\u00fclni.<\/span><\/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

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A programoz\u00e1s a gondolkod\u00e1s nyelve<\/h2>\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
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A mesters\u00e9ges intelligencia felfut\u00e1sakor \u00e9pp ez teszi m\u00e9g \u00e9rt\u00e9kesebb\u00e9 a programoz\u00f3i tud\u00e1st: a m\u00f3dszertanunk sem felt\u00e9tlen\u00fcl csak k\u00f3dot \u00edrni tan\u00edt, hanem probl\u00e9m\u00e1t l\u00e1tni, \u00e9rtelmezni \u00e9s lebontani apr\u00f3bb r\u00e9szfeladatokra. A j\u00f3 fejleszt\u0151 ma nem egyszer\u0171en att\u00f3l j\u00f3, hogy gyorsabban lap\u00e1tolja a k\u00f3dot, hanem att\u00f3l, hogy l\u00e1tja a feladatot, v\u00e9gig tudja gondolni, hogy mi az amit ebb\u0151l meg tud oldani, s\u0151t, azt is, hogyan fogja azt megoldani, amit most m\u00e9g nem tud.<\/span><\/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

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Szeretn\u00e9d megtapasztalni, milyen, amikor az AI nem helyetted, hanem veled dolgozik, \u00e9s k\u00f6zben val\u00f3di mentorok seg\u00edtenek megtanulni a gondolkod\u00e1s logik\u00e1j\u00e1t?<\/span>
<\/span>A Codecool gyakorlatorient\u00e1lt <\/span>programoz\u00f3i k\u00e9pz\u00e9sei<\/span><\/a> seg\u00edtenek abban, hogy r\u00f6vid id\u0151 alatt piack\u00e9pes programoz\u00f3i tud\u00e1st szerezz, amit azonnal alkalmazhatsz. Ne maradj le legfrissebb h\u00edreinkr\u0151l, k\u00f6vess minket a <\/span>Linkedin oldalunkon<\/span><\/a> is!<\/span><\/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":"

Nemr\u00e9g r\u00e9szt vett\u00fcnk a Brain Bar \u201eK\u00f3dolt buk\u00e1s\u201d c\u00edm\u0171 kerekasztalbesz\u00e9lget\u00e9s\u00e9n, ahol izgalmas vita zajlott: vajon van-e m\u00e9g \u00e9rtelme programoz\u00e1st tanulni akkor, amikor az AI m\u00e1r k\u00e9pes k\u00f3dot gener\u00e1lni? Ebb\u0151l a besz\u00e9lget\u00e9sb\u0151l hoztunk most el p\u00e1r k\u00e9rd\u00e9st \u00e9s gondolatot. Ha a g\u00e9p m\u00e1r tud k\u00f3dot \u00edrni, mihez kell m\u00e9g az ember? A besz\u00e9lget\u00e9s kezdet\u00e9n hamar kider\u00fclt, […]<\/p>\n","protected":false},"author":17,"featured_media":124764,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[406,127],"tags":[],"class_list":["post-124740","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technologia","category-trendek-hu"],"yoast_head":"\nVan \u00e9rtelme programoz\u00e1st tanulni az AI kor\u00e1ban? - Codecool<\/title>\n<meta name=\"description\" content=\"Ha a g\u00e9p m\u00e1r tud k\u00f3dot \u00edrni, mihez kell m\u00e9g az ember? 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