{"id":2308,"date":"2023-10-01T16:29:49","date_gmt":"2023-10-01T14:29:49","guid":{"rendered":"http:\/\/lunif.com\/blog\/?p=2308"},"modified":"2023-10-01T16:29:51","modified_gmt":"2023-10-01T14:29:51","slug":"cum-folosesti-generative-ai-la-birou-si-la-scoala","status":"publish","type":"post","link":"https:\/\/lunif.com\/blog\/cum-folosesti-generative-ai-la-birou-si-la-scoala\/","title":{"rendered":"Cum folose\u0219ti Generative AI la birou \u0219i la \u0219coal\u0103"},"content":{"rendered":"\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Evolu\u021bia presupune \u00eembr\u0103\u021bi\u0219area tehnologiei. Am v\u0103zut \u00een articolele trecute care sunt <a href=\"https:\/\/lunif.com\/blog\/top-tehnologii-utile-in-educatie\/\" target=\"_blank\" rel=\"noreferrer noopener\">tehnologiile<\/a> \u0219i cum putem s\u0103 le<a href=\"https:\/\/lunif.com\/blog\/cum-faci-trecerea-de-la-educatie-1-0-la-educatie-6-0\/\" target=\"_blank\" rel=\"noreferrer noopener\"> integr\u0103m<\/a>. Ast\u0103zi trecem la ceva mai practic Cum folose\u0219ti Generative AI la birou \u0219i la \u0219coal\u0103. Vei afla prin exemple concrete cum po\u021bi folosi inteligen\u021ba artificial\u0103 \u00een activitatea de zi cu zi fie c\u0103 lucrezi, fie c\u0103 \u00eenve\u021bi.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 14pt;\">Ce este Generative AI<\/span><\/h2>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/Generative_artificial_intelligence\" target=\"_blank\" rel=\"noreferrer noopener\">Inteligen\u021ba artificial\u0103 generativ\u0103<\/a> (GenAI) este o variant\u0103 a inteligen\u021bei artificiale capabile s\u0103 genereze text, imagini sau sunte, pe baza de modele. Func\u021bie de rezultatul generat \u0219i tehnologia utilizat\u0103 GenAI are mai multe variante:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\"><strong>Generative Adversarial Networks (GANs)<\/strong> <strong>&#8211; <\/strong>scopul lui este s\u0103 genereze extrem de realist, \u00een special imagini. Cum face asta: este \u00een competi\u021bie cu sine \u00eensu\u0219i. Are o parte care genereaz\u0103 imaginile astfel \u00eenc\u00e2t s\u0103 induc\u0103 \u00een eroare cealalt\u0103 parte a sa, numit\u0103, discriminator, care l-a r\u00e2ndul s\u0103u \u00eencearc\u0103 s\u0103 fac\u0103 distinc\u021bia dintre imaginile reale \u0219i cele false.<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\"><strong>Varia\u021bional Autoencoders (VAEs<\/strong>) \u2013 Codific\u0103 \u0219i decodific\u0103 astfel \u00eenc\u00e2t s\u0103 genereze noi imagini, texte sau sunete;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\"><strong>Recurent Neural Networks (RNNs) \u0219i Autoregressive Models <\/strong>&nbsp;\u2013 pe baza intr\u0103rilor succesive estimeaz\u0103 ce va urma.<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\"><strong>Flow-Based Models<\/strong> &#8211; utilizeaz\u0103 <a href=\"https:\/\/en.wikipedia.org\/wiki\/Flow-based_generative_model#:~:text=A%20flow%2Dbased%20generative%20model,distribution%20into%20a%20complex%20one.\" target=\"_blank\" rel=\"noreferrer noopener\">fluxuri de normalizare<\/a>, o secven\u021b\u0103 de transform\u0103ri inversabile, pentru a modela distribu\u021biile complexe de date;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\"><strong>Transformer-based model<\/strong> \u2013 cel mai cunoscut este ChatGpt (Generative Pre-trained Transformer) el genereaz\u0103 text coerent \u0219i relevant pe baza solicit\u0103rilor primite.<\/span><\/li><\/ul>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Tine minte, <strong><u>nici unul dintre aceste modele nu are creativitate \u0219i nu g\u00e2nde\u0219te<\/u><\/strong>. E un robo\u021bel, deloc inteligent; folose\u0219te doar ceea ce prime\u0219te (informa\u021bii) pentru a transforma pe baz\u0103 de modele \u00een ceea ce tu solici\u021bi (alte informa\u021bii). Dac\u0103 datele de intrare sau modelele sunt gre\u0219ite \u0219i rezultatul va fi la fel. A\u0219a c\u0103 \u0163ine minte s\u0103 verifici cu alte surse ceea ce ob\u021bii cu ajutorul inteligen\u0163ei artificiale.<\/span><\/p>\n\n\n\n<h2><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 14pt;\">Cum folose\u0219ti Generative AI la birou \u0219i la \u0219coal\u0103<\/span><\/h2>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Este excep\u021bional de util pentru juniori, \u00een\u021belegerea devine mai facil\u0103, iar activit\u0103\u021bile repetitive devin floare la ureche. Un studiu realizat <a href=\"https:\/\/github.blog\/2022-09-07-research-quantifying-github-copilots-impact-on-developer-productivity-and-happiness\/\" target=\"_blank\" rel=\"noreferrer noopener\">Github<\/a> ne aduce ve\u015fti bune:<\/span><\/p>\n\n\n\n<ul><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">96% din responden\u021bi au concluzionat c\u0103 realizeaz\u0103 mai repede activit\u0103\u021bile repetitive;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">60% din angaja\u021bi se simt mai \u00eemplini\u021bi la locul de munc\u0103;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">80% din ei au crescut productivitatea;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">73% au constatat ca se concentreaz\u0103 mai u\u0219or pe termen mai lung.<\/span><\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Pentru text<\/span><\/h3>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">GenAi poate fi folosit pentru a ob\u021bine orice informa\u021bie nu cuno\u0219ti din orice domeniu fie matematic\u0103, istorie, management, &nbsp;IT \u015fi orice \u00ee\u021bi mai trece prin minte. De exemplu dac\u0103 ai nevoie s\u0103 faci chiar tu o mic\u0103 ajustare \u00een website-ul t\u0103u, po\u021bi genera codul de program chiar tu. Aten\u021bie, ai nevoie s\u0103 mai afli &nbsp;cum po\u021bi integra acel segmentul de program \u00een site astfel \u00eenc\u00e2t s\u0103 nu afectezi negativ informa\u021biile deja existente.<\/span><\/p>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Ce po\u021bi ob\u021bine:<\/span><\/p>\n\n\n\n<ul><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Textul \u00een orice stil sau format dore\u0219ti: de la sute de pagini la un paragraf.<\/span>\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">De la un roman p\u00e2n\u0103 la o scrisoare;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">De la o compunere la un articol;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">De la un speech la o prezentare de tip Power Point \u0219i invers;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">De la un text pentru social media p\u00e2n\u0103 la un comunicat de presa \u0219i invers;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Corec\u021bii gramaticale;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Analiza datelor brute pentru a ob\u021bine informa\u021bii statistice. Din acest motiv este ideal pentru cercet\u0103tori, dar \u0219i pentru cei care au nevoie de calcule diverse.<\/span><\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Pentru imagini \u0219i video<\/span><\/h3>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Este ideal pentru cei care lucreaz\u0103 \u00een marketing, unde volumul de crea\u021bie necesar zilnic, adaptat fiec\u0103rui mediu de difuzare, este imens.<\/span><\/p>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Este ideal pentru cei care predau sau sus\u021bin prezent\u0103ri pentru a asocia textul cu imagini ilustrative. \u0218tim cu to\u021bii c\u0103 exemplele vizuale faciliteaz\u0103 \u00een\u021belegerea.<\/span><\/p>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Ce po\u021bi ob\u021bine:<\/span><\/p>\n\n\n\n<ul><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Transformarea imaginilor: schimbarea stilului, culorilor, rezolu\u021bia, fundalul, adaugi elemente suplimentare sau elimini obiecte etc;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Transformarea textului \u00een imagini;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">De la imagini ob\u021bii un video; cum bine \u0219tii video este o \u00een\u0219iruire de imagini.<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Medii virtuale inedite pentru jocuri, simul\u0103ri ale unor spa\u021bii de lucru sau exemple utilizabile \u00een sala de clas\u0103;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Concepte de produse noi pe baza informa\u021biilor pe care le furnizezi, totu\u0219i nu te a\u0219tepta s\u0103 fie \u0219i unul complet fac\u021bional.<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Animarea imaginilor, transformarea lor \u00een realitate augmentat\u0103;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Generarea de modele 3D.<\/span><\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Pentru sunete<\/span><\/h3>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">In utilizarea sa simpl\u0103 po\u021bi modifica vocile sau \u00een varianta complex\u0103 poate compune o melodie \u00eentr-un stil diferit sau complet nou. Cum ar fi versurile lui Eminescu pe ritm de RAP. &nbsp;De asemeni te poate inspira atunci c\u00e2nd ai blocaje \u00een creativitate.<\/span><\/p>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Ce po\u021bi ob\u021bine:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Voci prelucrate;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Melodii complet noi;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Transformi sunetele unui instrument muzical \u00een altul;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Asociezi imaginile cu sunete;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Generezi sunete asociate cu o mi\u0219care, un video, obiecte sau animale;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Converte\u0219te sunetul \u00een text.<\/span><\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 14pt;\">Pa\u0219i pentru utilizare eficient\u0103 GenAi<\/span><\/h2>\n\n\n\n<ol class=\"wp-block-list\" type=\"1\"><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Seteaz\u0103 contextul <em>ex: Caut\u0103 cel mai eficient mijloc de transport pentru c\u0103r\u0103mizi de sticl\u0103<\/em>;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Seteaz\u0103 perspectiva ex: <em>E\u0219ti manager \u00een departamentul de logistic\u0103\/ E\u0219ti profesor de logisti<\/em>c\u0103;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">A\u0219teapt\u0103 generarea rezultatului;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Opre\u0219te dac\u0103 nu-\u0163i place rezultatul \u00een timp ce acesta este generat;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Ofer\u0103 informa\u021bii suplimentare cu privire la context \u0219i perspectiv\u0103;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Verific\u0103 \u0219i revizuie rezultatul primit;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Repet\u0103 pa\u0219ii, pentru detaliere, reformulare sau sintetizare.<\/span><\/li><\/ol>\n\n\n\n<h2><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 14pt;\">Ce spune UNESCO<\/span><\/h2>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Cu doar c\u00e2teva s\u0103pt\u0103m\u00e2ni \u00een urm\u0103 pe (7-8 septembrie 2023) UNESCO a publicat primul <a href=\"https:\/\/unesdoc.unesco.org\/ark:\/48223\/pf0000386693\" target=\"_blank\" rel=\"noreferrer noopener\">ghid pentru utilizare GenAI,<\/a> iat\u0103 principalele prevederi:<\/span><\/p>\n\n\n\n<ul><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Recomand\u0103 utilizare AI \u00een \u015fcoal\u0103 dup\u0103 v\u00e2rsta de 13 ani;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Rezultatul generat de GenAI poate \u00eenc\u0103lca drepturile de proprietate intelectual\u0103, prin urmare necesit\u0103 verificarea ta;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Rezultatul generat de GenAI poate s\u0103 aib\u0103 un con\u021binut ofensator, neetic sau incorect prin urmare verific\u0103-l cu aten\u021bie;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">\u00ce\u021bi recomand\u0103 s\u0103 raportezi ori de c\u00e2te ori descoperi rezultate eronate, false, abuzive etc<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Propune s\u0103 iei masuri pentru a limita utilizarea AI at\u00e2ta timp c\u00e2t \u00eempiedic\u0103 dezvoltarea cognitiv\u0103;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Po\u021bi utiliza AI pentru a reduce presiunea examenelor \u0219i temelor; \u00eens\u0103 proiectele generate artificial, vor fi nou\u0103 forma de plagiat;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">GenAI imit\u0103 omul prin urmare poate duce la apari\u021bia unor probleme psihologice;<\/span><\/li><li><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Ofer\u0103 o aten\u021bie deosebita datelor cu caracter personal care sunt prelucrate de AI.<\/span><\/li><\/ul>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">***<\/span><\/p>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">Ca \u00een orice este necesar un echilibru pentru a putea folosi eficient inteligen\u021ba artificial\u0103. Nu ignora, accept\u0103, testeaz\u0103 \u0219i g\u0103se\u0219te: Cum folose\u0219ti Generative AI la birou \u0219i la \u0219coal\u0103. Ne-am bucura s\u0103 ne spui \u0219i nou\u0103 cum \u00eel folose\u0219ti \u0219i noi venim c\u0103tre tine cu alte informa\u021bii utile.<\/span><\/p>\n\n\n\n<p><span style=\"font-family: tahoma, arial, helvetica, sans-serif; color: #000000; font-size: 12pt;\">PS. Acest text a fost scris 100% de un om \u0219i nu de AI \ud83d\ude0a<\/span><\/p>\n\n\n\n<p><!-- Begin Mailchimp Signup Form -->\n<link href=\"\/\/cdn-images.mailchimp.com\/embedcode\/slim-10_7_dtp.css\" rel=\"stylesheet\" type=\"text\/css\">\n<style type=\"text\/css\">\n\t#mc_embed_signup{background:#FFCA00; clear:left; font:14px Helvetica,Arial,sans-serif; }\n\t\/* Add your own Mailchimp form style overrides in your site stylesheet or in this style block.\n\t   We recommend moving this block and the preceding CSS link to the HEAD of your HTML file. *\/\n<\/style>\n<div id=\"mc_embed_signup\">\n<form action=\"https:\/\/lunif.us20.list-manage.com\/subscribe\/post?u=50bdb0068a9ac5ebef8da6255&amp;id=325f87846c\" method=\"post\" id=\"mc-embedded-subscribe-form\" name=\"mc-embedded-subscribe-form\" class=\"validate\" target=\"_blank\" novalidate=\"\">\n    <div id=\"mc_embed_signup_scroll\">\n\t<label for=\"mce-EMAIL\">Aboneaz\u0103-te la newsletter pentru a fi primul<\/label>\n\t<input type=\"email\" value=\"\" name=\"EMAIL\" class=\"email\" id=\"mce-EMAIL\" placeholder=\"Adresa de e-mail\" required=\"\">\n    <!-- real people should not fill this in and expect good things - 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