{"id":55,"date":"2025-05-26T11:24:32","date_gmt":"2025-05-26T11:24:32","guid":{"rendered":"https:\/\/blogspot.co.ro\/blog\/?p=55"},"modified":"2025-05-26T11:26:17","modified_gmt":"2025-05-26T11:26:17","slug":"diferenta-intre-ai-machine-learning-si-deep-learning","status":"publish","type":"post","link":"https:\/\/blogspot.co.ro\/blog\/inteligenta-artificiala\/diferenta-intre-ai-machine-learning-si-deep-learning\/","title":{"rendered":"Diferenta intre AI, Machine Learning si Deep Learning"},"content":{"rendered":"<h1 class=\"wp-block-heading\">Care este diferenta intre AI, Machine learning si Deep learning ?<\/h1>\n<p><strong>Inteligen\u021ba artificial\u0103\u00a0<\/strong>(AI),\u00a0<strong>\u00eenv\u0103\u021barea automat\u0103\u00a0<\/strong>(ML \u2013 Machine learning) \u0219i\u00a0<strong>\u00eenv\u0103\u021barea profund\u0103 (DL \u2013\u00a0<\/strong>Deep learning<strong>)\u00a0<\/strong>sunt trei cuvinte la mod\u0103 foarte folosite \u00een acest moment \u0219i par adesea s\u0103 fie folosite interschimbabil.<\/p>\n<p><strong>Nu sunt chiar acela\u0219i lucru,\u00a0<\/strong>dar percep\u021bia c\u0103 sunt poate duce uneori la o oarecare confuzie. A\u0219a c\u0103 acest articol are rolul de a explica diferen\u021ba.<\/p>\n<p>Ambii termeni apar foarte frecvent atunci c\u00e2nd subiectul este Big Data, analiz\u0103 \u0219i valurile mai largi de schimb\u0103ri tehnologice care m\u0103tur\u0103 lumea noastr\u0103.<\/p>\n<p>Pe scurt, potrivit lui Bernard Marr (Forbes), cel\u00a0<strong>mai bun r\u0103spuns\u00a0<\/strong>este c\u0103:<\/p>\n<p><strong><em>Inteligen\u021ba artificial\u0103\u00a0<\/em><\/strong><em>este conceptul mai larg al ma\u0219inilor care pot \u00eendeplini sarcini \u00eentr-un mod pe care l-am considera \u201einteligent\u201d.<\/em><\/p>\n<p><strong><em>Machine Learning\u00a0<\/em><\/strong><em>este o aplica\u021bie actual\u0103 a AI bazat\u0103 pe ideea c\u0103 ar trebui s\u0103 putem oferi ma\u0219inilor acces la date \u0219i s\u0103 le l\u0103s\u0103m s\u0103 \u00eenve\u021be singure.<\/em><\/p>\n<p><strong><em>Deep Learning<\/em><\/strong><em>\u00a0este un subset al \u00eenv\u0103\u021b\u0103rii automate(ML) \u00een inteligen\u021ba artificial\u0103 (AI) care are re\u021bele capabile s\u0103 \u00eenve\u021be nesupravegheate din date nestructurate sau neetichetate. Cunoscut \u0219i sub numele de Deep Neural Learning sau Deep Neural Network.<\/em><\/p>\n<h1 class=\"wp-block-heading\">Mai multe diferen\u021be \u00eentre inteligen\u021ba artificial\u0103(AI), \u00eenv\u0103\u021barea automat\u0103(ML) \u0219i \u00eenv\u0103\u021barea profund\u0103(DL)<\/h1>\n<p><a href=\"https:\/\/www.mersi.ai\/\"><strong>Inteligen\u021b\u0103 artificial\u0103<\/strong><\/a><strong>\u00a0<\/strong><strong>(AI):<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>AI \u00eenseamn\u0103 inteligen\u021b\u0103 artificial\u0103, unde inteligen\u021ba este definit\u0103 ca fiind dob\u00e2ndirea cuno\u0219tin\u021belor, inteligen\u021ba este definit\u0103 ca o capacitate de a dob\u00e2ndi \u0219i aplica cuno\u0219tin\u021be.\n<ul>\n<li>Scopul este de a cre\u0219te \u0219ansele de succes \u0219i nu acurate\u021bea.<\/li>\n<\/ul>\n<ul>\n<li>Func\u021bioneaz\u0103 ca un program de calculator care face o munc\u0103 inteligent\u0103.<\/li>\n<\/ul>\n<ul>\n<li>Scopul este de a simula inteligen\u021ba natural\u0103 pentru a rezolva probleme complexe.<\/li>\n<\/ul>\n<ul>\n<li>AI este luarea deciziilor.<\/li>\n<\/ul>\n<ul>\n<li>Duce la dezvoltarea unui sistem care s\u0103 imite omul pentru a r\u0103spunde s\u0103 se comporte \u00eentr-o circumstan\u021b\u0103.<\/li>\n<\/ul>\n<ul>\n<li>AI va c\u0103uta g\u0103sirea solu\u021biei optime.<\/li>\n<\/ul>\n<ul class=\"wp-block-list\">\n<li>AI duce la inteligen\u021b\u0103 sau \u00een\u021belepciune.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h1 class=\"wp-block-heading\"><\/h1>\n<h1 class=\"wp-block-heading\">\u00cenv\u0103\u021bare automat\u0103 (ML):<\/h1>\n<ul class=\"wp-block-list\">\n<li>ML \u00eenseamn\u0103 Machine Learning, care este definit ca dob\u00e2ndirea de cuno\u0219tin\u021be sau abilit\u0103\u021bi.\n<ul>\n<li>Scopul este de a cre\u0219te acurate\u021bea, dar nu-i pas\u0103 de succes.<\/li>\n<\/ul>\n<ul>\n<li>Este un concept simplu: ma\u0219ina ia date \u0219i \u00eenva\u021b\u0103 din date.<\/li>\n<\/ul>\n<ul>\n<li>Scopul este de a \u00eenv\u0103\u021ba din datele despre o anumit\u0103 sarcin\u0103 pentru a maximiza performan\u021ba ma\u0219inii \u00een aceast\u0103 sarcin\u0103.<\/li>\n<\/ul>\n<ul>\n<li>ML permite sistemului s\u0103 \u00eenve\u021be lucruri noi din date.<\/li>\n<\/ul>\n<ul>\n<li>Implic\u0103 crearea de algoritmi de auto-\u00eenv\u0103\u021bare.<\/li>\n<\/ul>\n<ul>\n<li>ML va alege o singura solu\u021bie pentru asta, indiferent dac\u0103 este optim\u0103 sau nu.<\/li>\n<\/ul>\n<ul class=\"wp-block-list\">\n<li>ML duce la cunoa\u0219tere.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h1 class=\"wp-block-heading\">\u00cenv\u0103\u021bare profund\u0103 (DL):<\/h1>\n<ul class=\"wp-block-list\">\n<li>DL necesit\u0103 o mul\u021bime de date de antrenament neetichetate pentru a trage concluzii concise, \u00een timp ce ML poate folosi cantit\u0103\u021bi mici de date furnizate de utilizatori.\n<ul>\n<li>Spre deosebire de ML, DL are nevoie de hardware de \u00eenalt\u0103 performan\u021b\u0103.<\/li>\n<\/ul>\n<ul>\n<li>ML necesit\u0103 ca caracteristicile s\u0103 fie identificate cu precizie de c\u0103tre utilizatori, \u00een timp ce DL creeaz\u0103 noi caracteristici de la sine.<\/li>\n<\/ul>\n<ul>\n<li>ML \u00eemparte sarcinile \u00een buc\u0103\u021bi mici \u0219i apoi combin\u0103 rezultatele primite \u00eentr-o singur\u0103 concluzie, \u00een timp ce DL rezolv\u0103 problema de la un cap\u0103t la altul.<\/li>\n<\/ul>\n<ul>\n<li>\u00cen compara\u021bie cu ML, DL are nevoie de mult mai mult timp pentru a se antrena.<\/li>\n<\/ul>\n<ul class=\"wp-block-list\">\n<li>Spre deosebire de DL, ML poate oferi suficient\u0103 transparen\u021b\u0103 pentru deciziile sale.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>sursa: <a href=\"https:\/\/blog.mersi.ai\">Merci AI agent AI, agent inteligenta artificiala<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Care este diferenta intre AI, Machine learning si Deep learning ? Inteligen\u021ba artificial\u0103\u00a0(AI),\u00a0\u00eenv\u0103\u021barea automat\u0103\u00a0(ML \u2013 Machine learning) \u0219i\u00a0\u00eenv\u0103\u021barea profund\u0103 (DL \u2013\u00a0Deep learning)\u00a0sunt trei cuvinte la mod\u0103 foarte folosite \u00een acest moment \u0219i par adesea s\u0103 fie folosite interschimbabil. Nu sunt chiar acela\u0219i lucru,\u00a0dar percep\u021bia c\u0103 sunt poate duce uneori la o oarecare confuzie. A\u0219a c\u0103 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[40],"tags":[43,46,41,45,44,42],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.14 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Diferenta intre AI, Machine Learning si Deep Learning - Blog<\/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:\/\/blogspot.co.ro\/blog\/inteligenta-artificiala\/diferenta-intre-ai-machine-learning-si-deep-learning\/\" \/>\n<meta property=\"og:locale\" content=\"ro_RO\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Diferenta intre AI, Machine Learning si Deep Learning - Blog\" \/>\n<meta property=\"og:description\" content=\"Care este diferenta intre AI, Machine learning si Deep learning ? Inteligen\u021ba artificial\u0103\u00a0(AI),\u00a0\u00eenv\u0103\u021barea automat\u0103\u00a0(ML \u2013 Machine learning) \u0219i\u00a0\u00eenv\u0103\u021barea profund\u0103 (DL \u2013\u00a0Deep learning)\u00a0sunt trei cuvinte la mod\u0103 foarte folosite \u00een acest moment \u0219i par adesea s\u0103 fie folosite interschimbabil. Nu sunt chiar acela\u0219i lucru,\u00a0dar percep\u021bia c\u0103 sunt poate duce uneori la o oarecare confuzie. 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