{"id":3120,"date":"2025-10-13T16:16:12","date_gmt":"2025-10-13T16:16:12","guid":{"rendered":"https:\/\/www.markus-schall.de\/?p=3120"},"modified":"2025-12-12T19:05:26","modified_gmt":"2025-12-12T19:05:26","slug":"jak-dnes-skolit-specialisty-na-ki-prilezitosti-pro-firmy-a-stazisty","status":"publish","type":"post","link":"https:\/\/www.markus-schall.de\/cs\/2025\/10\/jak-dnes-skolit-specialisty-na-ki-prilezitosti-pro-firmy-a-stazisty\/","title":{"rendered":"Jak lze dnes \u0161kolit odborn\u00edky na um\u011blou inteligenci - p\u0159\u00edle\u017eitosti pro firmy a st\u00e1\u017eisty"},"content":{"rendered":"<p>Je\u0161t\u011b p\u0159ed n\u011bkolika lety byla um\u011bl\u00e1 inteligence t\u00e9matem pro v\u00fdzkumn\u00e9 instituce a velk\u00e9 korporace. Mluvilo se o neuronov\u00fdch s\u00edt\u00edch, hlubok\u00e9m u\u010den\u00ed a rozpozn\u00e1v\u00e1n\u00ed \u0159e\u010di - ale v b\u011b\u017en\u00e9m \u017eivot\u011b to t\u00e9m\u011b\u0159 nehr\u00e1lo roli. Dnes u\u017e um\u011bl\u00e1 inteligence nen\u00ed t\u00e9matem budoucnosti, ale realitou: p\u00ed\u0161e texty, vytv\u00e1\u0159\u00ed obr\u00e1zky, analyzuje data a \u0159\u00edd\u00ed v\u00fdrobn\u00ed procesy. A\u0165 u\u017e v administrativ\u011b, obchod\u011b nebo pr\u016fmyslu - dnes se s n\u00ed setk\u00e1te v\u0161ude.<!--more--><br \/>\nT\u00edm se zm\u011bnil i trh pr\u00e1ce. Firmy, kter\u00e9 d\u0159\u00edve hledaly informatiky nebo program\u00e1tory, nyn\u00ed hledaj\u00ed pr\u00e1v\u011b lidi, kte\u0159\u00ed um\u00ed pracovat s um\u011blou inteligenc\u00ed. Ne nutn\u011b jako v\u00fdzkumn\u00edky, ale jako praktick\u00e9 u\u017eivatele, kte\u0159\u00ed rozum\u00ed tomu, jak lze AI smyslupln\u011b za\u010dlenit do provozn\u00edch proces\u016f. Vznik\u00e1 nov\u00e1 oblast odborn\u00fdch znalost\u00ed - a s n\u00ed i pot\u0159eba, kterou ji\u017e nelze ignorovat. Tuto problematiku jsem ji\u017e p\u0159edstavil v jin\u00e9m \u010dl\u00e1nku, <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/09\/umela-inteligence-ktera-pracovni-mista-jsou-ohrozena-a-jak-se-muzeme-vyzbrojit\/\">kter\u00e9 profese budou nahrazeny um\u011blou inteligenc\u00ed<\/a> by mohly b\u00fdt realizov\u00e1ny.<\/p>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-545 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-small-grid-column: 33.33%;--dpt-large-grid-column: 33.3333333333%;--dpt-h-gutter: 10px;--dpt-v-gutter: 10px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-545 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Aktu\u00e1ln\u00ed t\u00e9mata um\u011bl\u00e9 inteligence<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-545\" class=\"dpt-wrapper dpt-grid1 multi-col dpt-mason-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"vom chatgpt-datenexport zur eigenen wissens-ki: schritt-f\u00fcr-schritt mit ollama und qdrant\" data-id=\"5306\"  data-category=\"apple macos ki-systeme tipps &amp; anleitungen\" data-post_tag=\"datenbanken denkmodelle digitales eigentum docker k\u00fcnstliche intelligenz llama llm mlx ollama prozesse sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/03\/od-exportu-dat-chatgpt-do-vlastnich-znalosti-ki-krok-za-krokem-s-ollama-a-qdrant\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Od exportu dat ChatGPT k vlastn\u00ed znalostn\u00ed AI: krok za krokem s Ollama a Qdrant<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Cesta k vlastn\u00ed pam\u011bti um\u011bl\u00e9 inteligence\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport-Computerhirn.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport-Computerhirn.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport-Computerhirn-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport-Computerhirn-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport-Computerhirn-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/03\/od-exportu-dat-chatgpt-do-vlastnich-znalosti-ki-krok-za-krokem-s-ollama-a-qdrant\/\" rel=\"bookmark\">Od exportu dat ChatGPT k vlastn\u00ed znalostn\u00ed AI: krok za krokem s Ollama a Qdrant<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"wie tiere zeit wahrnehmen &#8211; und was das f\u00fcr die zukunft der ki bedeutet\" data-id=\"4918\"  data-category=\"allgemein gesellschaft ki-systeme\" data-post_tag=\"denkmodelle erfahrungen k\u00fcnstliche intelligenz llm portrait prozesse sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/jak-zvirata-vnimaji-cas-a-co-to-znamena-pro-budoucnost-ki\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Jak zv\u00ed\u0159ata vn\u00edmaj\u00ed \u010das - a co to znamen\u00e1 pro budoucnost um\u011bl\u00e9 inteligence<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Zv\u00ed\u0159ata, um\u011bl\u00e1 inteligence a vn\u00edm\u00e1n\u00ed \u010dasu\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/jak-zvirata-vnimaji-cas-a-co-to-znamena-pro-budoucnost-ki\/\" rel=\"bookmark\">Jak zv\u00ed\u0159ata vn\u00edmaj\u00ed \u010das - a co to znamen\u00e1 pro budoucnost um\u011bl\u00e9 inteligence<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"unsterblichkeit durch technik: wie weit forschung und ki wirklich sind\" data-id=\"3624\"  data-category=\"allgemein gesellschaft ki-systeme\" data-post_tag=\"denkmodelle k\u00fcnstliche intelligenz lernen llm prozesse sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/nesmrtelnost-prostrednictvim-technologie-jak-daleko-vyzkum-a-ki-jsou-skutecne\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Nesmrtelnost d\u00edky technologi\u00edm: jak daleko se v\u00fdzkum a um\u011bl\u00e1 inteligence skute\u010dn\u011b dostaly<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Digit\u00e1ln\u00ed nesmrtelnost\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-unsterblichkeit.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-unsterblichkeit.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-unsterblichkeit-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-unsterblichkeit-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-unsterblichkeit-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/nesmrtelnost-prostrednictvim-technologie-jak-daleko-vyzkum-a-ki-jsou-skutecne\/\" rel=\"bookmark\">Nesmrtelnost d\u00edky technologi\u00edm: jak daleko se v\u00fdzkum a um\u011bl\u00e1 inteligence skute\u010dn\u011b dostaly<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>\n<h2>Cloudov\u00e1 um\u011bl\u00e1 inteligence: rychl\u00e1, ale drah\u00e1 mo\u017enost<\/h2>\n<p>V\u011bt\u0161ina dne\u0161n\u00edch syst\u00e9m\u016f um\u011bl\u00e9 inteligence je zalo\u017eena na cloudov\u00fdch \u0159e\u0161en\u00edch. Poskytovatel\u00e9 jako OpenAI, Google nebo Anthropic poskytuj\u00ed obrovsk\u00fd v\u00fdpo\u010detn\u00ed v\u00fdkon, kter\u00fd by jedna spole\u010dnost nikdy nemohla vybudovat. D\u00edky tomu jsou cloudov\u00e9 AI atraktivn\u00ed: poskytuj\u00ed v\u00fdsledky okam\u017eit\u011b bez nutnosti provozovat vlastn\u00ed servery.<\/p>\n<p>Toto pohodl\u00ed m\u00e1 v\u0161ak svou cenu - v prav\u00e9m slova smyslu. Pou\u017e\u00edv\u00e1n\u00ed takov\u00fdch syst\u00e9m\u016f stoj\u00ed za ka\u017ed\u00fd dotaz nebo za ka\u017ed\u00fd token a ka\u017ed\u00fd, kdo pravideln\u011b pracuje s UI, si rychle uv\u011bdom\u00ed, \u017ee \u00fa\u010dty rostou. Krom\u011b toho jsou zde probl\u00e9my s ochranou dat a z\u00e1vislost\u00ed: citliv\u00e1 firemn\u00ed data se st\u011bhuj\u00ed do extern\u00edch datov\u00fdch center, \u010dasto mimo Evropu. To je dilema pro mnoho spole\u010dnost\u00ed, zejm\u00e9na pro mal\u00e9 a st\u0159edn\u00ed podniky. Cht\u011bj\u00ed vyu\u017e\u00edvat v\u00fdhod, ale necht\u011bj\u00ed se vzd\u00e1t kontroly. Pr\u00e1v\u011b zde se otev\u00edr\u00e1 nov\u00fd prostor pro specialisty, kte\u0159\u00ed rozum\u00ed tomu, jak nastavit a provozovat vlastn\u00ed lok\u00e1ln\u00ed syst\u00e9my um\u011bl\u00e9 inteligence.<\/p>\n<h2>M\u00edstn\u00ed um\u011bl\u00e1 inteligence: tich\u00e9 evropsk\u00e9 protihnut\u00ed<\/h2>\n<p>Zat\u00edmco USA dominuj\u00ed trhu s cloudov\u00fdmi slu\u017ebami, v Evrop\u011b s\u00edl\u00ed tich\u00fd, ale v\u00fdznamn\u00fd protip\u00f3l: m\u00edstn\u00ed, samostatn\u011b hostovan\u00e9 syst\u00e9my um\u011bl\u00e9 inteligence. Na modern\u00edch po\u010d\u00edta\u010d\u00edch - \u010dasto s hardwarem Apple nebo NVIDIA - lze nyn\u00ed provozovat modely, kter\u00e9 byly je\u0161t\u011b p\u0159ed dv\u011bma lety nemysliteln\u00e9. V\u00fdhody jsou z\u0159ejm\u00e9:<\/p>\n<ul>\n<li><strong>Suverenita dat<\/strong>V\u0161echno z\u016fst\u00e1v\u00e1 uvnit\u0159, \u017e\u00e1dn\u00e1 data se nepos\u00edlaj\u00ed ven.<\/li>\n<li><strong>Vy\u010d\u00edsliteln\u00e9 n\u00e1klady<\/strong>Jednor\u00e1zov\u00e1 investice do hardwaru nam\u00edsto pr\u016fb\u011b\u017en\u00fdch poplatk\u016f za tokeny.<\/li>\n<li><strong>P\u0159izp\u016fsobitelnost<\/strong>Modely lze tr\u00e9novat na vlastn\u00edch datech, nap\u0159\u00edklad na firemn\u00edch dokumentech nebo znalostn\u00edch datab\u00e1z\u00edch.<\/li>\n<\/ul>\n<p>Zejm\u00e9na v N\u011bmecku, kde se tradi\u010dn\u011b vysoce cen\u00ed ochrana dat, efektivita a udr\u017eitelnost, je tento v\u00fdvoj z\u00e1sadn\u00ed. M\u00edstn\u00ed um\u011bl\u00e1 inteligence ji\u017e nen\u00ed hra\u010dkou pro kutily, ale seri\u00f3zn\u00edm n\u00e1strojem pro firmy, \u00fa\u0159ady a vzd\u011bl\u00e1vac\u00ed instituce.<\/p>\n<h2>Pro\u010d firmy pot\u0159ebuj\u00ed vlastn\u00ed specialisty na um\u011blou inteligenci<\/h2>\n<p>Mnoho spole\u010dnost\u00ed si nyn\u00ed uv\u011bdomuje, \u017ee syst\u00e9my um\u011bl\u00e9 inteligence nelze jednodu\u0161e 1TP12 a zapomenout na n\u011b jako na software. Je t\u0159eba jim porozum\u011bt, udr\u017eovat je a d\u00e1le rozv\u00edjet. Intern\u00ed specialista na AI m\u016f\u017ee:<\/p>\n<ul>\n<li>automatizovat intern\u00ed procesy pomoc\u00ed AI,<\/li>\n<li>nastavit a udr\u017eovat m\u00edstn\u00ed syst\u00e9my,<\/li>\n<li>Implementovat koncepty ochrany dat,<\/li>\n<li>a slou\u017eit jako kontaktn\u00ed m\u00edsto mezi veden\u00edm, IT a odborn\u00fdmi odd\u011blen\u00edmi.<\/li>\n<\/ul>\n<p>Nejde jen o technologii, ale o porozum\u011bn\u00ed - dat\u016fm, souvislostem, limit\u016fm a p\u0159\u00edle\u017eitostem. Lid\u00e9, kte\u0159\u00ed ovl\u00e1daj\u00ed oboj\u00ed, jsou obzvl\u00e1\u0161t\u011b cenn\u00ed: Logika datab\u00e1ze a integrace um\u011bl\u00e9 inteligence. Proto\u017ee bez \u010dist\u00e9 datab\u00e1ze z\u016fst\u00e1v\u00e1 ka\u017ed\u00e1 UI slep\u00e1.<\/p>\n<h3>Vznik\u00e1 nov\u00e1 specializovan\u00e1 oblast<\/h3>\n<p>Trh reaguje pomalu, ale znateln\u011b. Univerzity, odborn\u00e9 \u0161koly a pr\u016fmyslov\u00e9 a obchodn\u00ed komory za\u010d\u00ednaj\u00ed vytv\u00e1\u0159et odpov\u00eddaj\u00edc\u00ed vzd\u011bl\u00e1vac\u00ed programy. Sou\u010dasn\u011b si mnoho podnik\u016f uv\u011bdomuje pot\u0159ebu jednat - ji\u017e nyn\u00ed cht\u011bj\u00ed v tomto sm\u011bru podporovat st\u00e1\u017eisty nebo zam\u011bstnance. Ofici\u00e1ln\u00ed profese IHK dosud neexistuje <em>\"Specialista na um\u011blou inteligenci\"<\/em>. Z\u00e1klady v\u0161ak ji\u017e byly polo\u017eeny: nov\u00e9 dopl\u0148kov\u00e9 kvalifikace, certifikovan\u00e9 kurzy a modernizovan\u00e9 \u0161kolen\u00ed v oblasti IT. Ti, kte\u0159\u00ed se dnes vydaj\u00ed touto cestou, z\u00edskaj\u00ed jasn\u00fd n\u00e1skok.<\/p>\n<h3>Mezi realitou a o\u010dek\u00e1v\u00e1n\u00edm<\/h3>\n<p>Chcete-li dnes v N\u011bmecku n\u011bkoho vy\u0161kolit na \"specialistu na um\u011blou inteligenci\", rychle zjist\u00edte, \u017ee neexistuje \u017e\u00e1dn\u00e9 uzn\u00e1van\u00e9 povol\u00e1n\u00ed, kter\u00e9 by tento titul neslo. V ofici\u00e1ln\u00edm profesn\u00edm rejst\u0159\u00edku IHK budete marn\u011b hledat pojmy jako \"um\u011bl\u00e1 inteligence\", \"strojov\u00e9 u\u010den\u00ed\" nebo \"promptn\u00ed in\u017een\u00fdrstv\u00ed\".<\/p>\n<p>Nen\u00ed to proto, \u017ee by komory spaly. Je to sp\u00ed\u0161e proto, \u017ee du\u00e1ln\u00ed tr\u00e9ninkov\u00fd syst\u00e9m pracuje velmi pomalu a d\u016fkladn\u011b. Nov\u00e9 pracovn\u00ed profily se zav\u00e1d\u011bj\u00ed a\u017e pot\u00e9, co se technologie a po\u017eadavky trhu v pr\u016fb\u011bhu let stabilizuj\u00ed. Um\u011bl\u00e1 inteligence se naproti tomu vyv\u00edj\u00ed m\u011bs\u00ed\u010dn\u00edm tempem - p\u0159\u00edli\u0161 rychle na rigidn\u00ed korzet tradi\u010dn\u00edch vzd\u011bl\u00e1vac\u00edch p\u0159edpis\u016f. V\u00fdsledek: podniky maj\u00ed pot\u0159ebu, ale nemaj\u00ed \u017e\u00e1dnou ofici\u00e1ln\u00ed tabulku, do kter\u00e9 by mohly za\u0159adit sv\u00e9 \u0161kolen\u00ed. A p\u0159esto se v\u011bci h\u00fdbou.<\/p>\n<h3>IHK reaguje - s dal\u0161\u00edmi kvalifikacemi a pilotn\u00edmi projekty<\/h3>\n<p>Nam\u00edsto okam\u017eit\u00e9ho vytv\u00e1\u0159en\u00ed nov\u00fdch profes\u00ed za\u010dali lid\u00e9 p\u0159id\u00e1vat moduly o um\u011bl\u00e9 inteligenci do st\u00e1vaj\u00edc\u00edch vzd\u011bl\u00e1vac\u00edch program\u016f. Mnoh\u00e9 pr\u016fmyslov\u00e9 a obchodn\u00ed komory nyn\u00ed nab\u00edzej\u00ed tzv. dopl\u0148kov\u00e9 kvalifikace nebo certifikovan\u00e9 kurzy, kter\u00e9 lze absolvovat vedle \u0161kolen\u00ed nebo po n\u011bm. P\u0159\u00edklady zahrnuj\u00ed nap\u0159.<\/p>\n<ul>\n<li><strong>\"Um\u011bl\u00e1 inteligence a strojov\u00e9 u\u010den\u00ed\" (ZQ KI)<\/strong> - dodate\u010dn\u00e1 kvalifikace, kter\u00e1 je v sou\u010dasn\u00e9 dob\u011b pilotov\u00e1na v n\u011bkolika feder\u00e1ln\u00edch st\u00e1tech.<\/li>\n<li><strong>\"AI Scout (IHK)\"<\/strong> - program, kter\u00fd umo\u017e\u0148uje \u00fa\u010dastn\u00edk\u016fm \u0161kolen\u00ed identifikovat potenci\u00e1l um\u011bl\u00e9 inteligence v jejich spole\u010dnosti a zah\u00e1jit prvn\u00ed projekty.<\/li>\n<li><strong>\"Mana\u017eer AI (IHK)\"<\/strong> - dal\u0161\u00ed vzd\u011bl\u00e1v\u00e1n\u00ed odborn\u00edk\u016f a mana\u017eer\u016f pro rozvoj strategi\u00ed AI ve spole\u010dnosti.<\/li>\n<li><strong>\"Certifikovan\u00fd odborn\u00edk pro um\u011blou inteligenci a strojov\u00e9 u\u010den\u00ed (IHK)\"<\/strong> - relativn\u011b nov\u00fd kurz zam\u011b\u0159en\u00fd na praxi, kter\u00fd kombinuje porozum\u011bn\u00ed um\u011bl\u00e9 inteligenci s prac\u00ed na projektu.<\/li>\n<\/ul>\n<p>Tyto form\u00e1ty zat\u00edm nejsou vzd\u011bl\u00e1vac\u00edmi profesemi, ale jsou prvn\u00edmi stavebn\u00edmi kameny nov\u00e9ho kvalifika\u010dn\u00edho profilu, kter\u00fd se v p\u0159\u00ed\u0161t\u00edch letech pravd\u011bpodobn\u011b vyvine v samostatn\u00fd profil zam\u011bstn\u00e1n\u00ed. Ti, kte\u0159\u00ed se dnes zapoj\u00ed, budou pozd\u011bji pat\u0159it mezi zku\u0161en\u00e9 odborn\u00edky, kte\u0159\u00ed budou tyto nov\u00e9 profily utv\u00e1\u0159et.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_cfJ7Yo-lWOU\"><div id=\"lyte_cfJ7Yo-lWOU\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2FcfJ7Yo-lWOU%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\"><\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/cfJ7Yo-lWOU\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FcfJ7Yo-lWOU%2F0.jpg\" alt=\"Miniatura videa na YouTube\" width=\"640\" height=\"340\" \/><br \/>Pod\u00edvejte se na toto video na YouTube<\/a><\/noscript><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:640px;margin:5px;\"><\/div><br \/>\nUm\u011bl\u00e1 inteligence jako ekonomick\u00e1 hnac\u00ed s\u00edla pro mal\u00e9 a st\u0159edn\u00ed podniky? | Prof. Dumitrescu (Zdroj: <a href=\"https:\/\/www.iem.fraunhofer.de\" target=\"_blank\" rel=\"noopener\">Fraunhofer<\/a>)<\/p>\n<h3>Pro\u010d jsou st\u00e1vaj\u00edc\u00ed u\u010d\u0148ovsk\u00e9 obory nyn\u00ed mostem<\/h3>\n<p>Dokud nebude existovat pracovn\u00ed pozice \u201especialista na um\u011blou inteligenci\u201c, je jedinou mo\u017enost\u00ed rozv\u00edjet st\u00e1vaj\u00edc\u00ed profese v oblasti digit\u00e1ln\u00edho vzd\u011bl\u00e1v\u00e1n\u00ed pr\u00e1v\u011b sm\u011brem k um\u011bl\u00e9 inteligenci. To znamen\u00e1 vyu\u017e\u00edt st\u00e1vaj\u00edc\u00ed strukturu odborn\u00fdch \u0161kol, ale doplnit ji o praktick\u00e9 projekty AI ve firm\u011b. Nejedn\u00e1 se o provizorium - naopak: mnoho zaveden\u00fdch IT profes\u00ed ji\u017e obsahuje obsah, kter\u00fd vytv\u00e1\u0159\u00ed z\u00e1klad pro pr\u00e1ci s AI.<\/p>\n<p>N\u00ed\u017ee uv\u00e1d\u00edme p\u0159ehled nejvhodn\u011bj\u0161\u00edch profes\u00ed:<\/p>\n<ul>\n<li><strong>IT specialista pro anal\u00fdzu dat a proces\u016f<\/strong>Tato profese byla nov\u011b vytvo\u0159ena v roce 2020 a v sou\u010dasn\u00e9 dob\u011b je nejmodern\u011bj\u0161\u00ed profes\u00ed v oblasti IT. Zam\u011b\u0159uje se na anal\u00fdzu, strukturov\u00e1n\u00ed a vyu\u017e\u00edv\u00e1n\u00ed dat - tedy p\u0159esn\u011b na to, co pot\u0159ebuje ka\u017ed\u00e1 um\u011bl\u00e1 inteligence. U\u010dni se u\u010d\u00ed porozum\u011bt datov\u00fdm tok\u016fm, modelovat datab\u00e1ze a optimalizovat procesy s pomoc\u00ed softwaru. S dal\u0161\u00ed kvalifikac\u00ed nebo trochou iniciativy se z toho m\u016f\u017ee rychle st\u00e1t solidn\u00ed z\u00e1klad pro AI. Nap\u0159\u00edklad ka\u017ed\u00fd, kdo ve sv\u00e9 \u0161kolic\u00ed firm\u011b podporuje mal\u00e9 projekty strojov\u00e9ho u\u010den\u00ed nebo p\u00ed\u0161e skripty v jazyce Python pro anal\u00fdzu dat, ji\u017e prakticky pracuje jako \u201ejuniorn\u00ed specialista na AI\u201c, i kdy\u017e to nem\u00e1 uvedeno ve sv\u00e9m certifik\u00e1tu.<\/li>\n<li><strong>IT specialista pro v\u00fdvoj aplikac\u00ed<\/strong>V bl\u00edzkosti je tak\u00e9 klasick\u00fd v\u00fdvoj\u00e1\u0159 softwaru. Zde se zam\u011b\u0159uje na v\u00fdvoj a integraci aplikac\u00ed, a pr\u00e1v\u011b to je v kontextu um\u011bl\u00e9 inteligence kl\u00ed\u010dov\u00e9. N\u011bkdo p\u0159ece mus\u00ed p\u0159eklenout propast mezi modely a provozn\u00ed realitou: je t\u0159eba importovat data, generovat v\u00fdzvy, ukl\u00e1dat v\u00fdsledky a automatizovat pracovn\u00ed postupy. Spole\u010dnosti, kter\u00e9 pou\u017e\u00edvaj\u00ed ChatGPT nebo m\u00edstn\u00ed rozhran\u00ed LLM (nap\u0159. <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/08\/local-ki-na-macu-takto-1tp12vytvoreni-jazykoveho-modelu-pomoci-ollama\/\">Ollama, Mistral nebo LM Studio<\/a>) do sv\u00fdch proces\u016f, bude nesm\u00edrn\u011b p\u0159\u00ednosn\u00e9, pokud se u\u010de\u0148 nebo zam\u011bstnanec nau\u010d\u00ed tuto profesi a z\u00e1rove\u0148 se sezn\u00e1m\u00ed s jazykem Python, rozhran\u00edmi REST API a frameworky pro um\u011blou inteligenci.<\/li>\n<li><strong>Asistent pro \u0159\u00edzen\u00ed digitalizace<\/strong>Tato profese je m\u00e9n\u011b technick\u00e1 a v\u00edce strategick\u00e1 a organiza\u010dn\u00ed. Je ide\u00e1ln\u00ed, pokud chce firma nejen vyu\u017e\u00edvat um\u011blou inteligenci, ale tak\u00e9 pro ni p\u0159ipravit procesy a datov\u00e9 struktury. Poslucha\u010d se nau\u010d\u00ed pl\u00e1novat projekty digitalizace, vyhodnocovat n\u00e1klady a \u0159\u00eddit IT projekty. Pokud je toto dopln\u011bno o z\u00e1klady AI - nap\u0159\u00edklad prost\u0159ednictv\u00edm online kurz\u016f nebo vzd\u011bl\u00e1vac\u00edch program\u016f IHK - v\u00fdsledkem je intern\u00ed projektov\u00fd mana\u017eer pro zav\u00e1d\u011bn\u00ed AI, kter\u00fd dok\u00e1\u017ee zprost\u0159edkovat kontakt mezi technologi\u00ed a managementem.<\/li>\n<li><strong>Technik elektronik IT syst\u00e9m\u016f<\/strong>Zam\u011b\u0159uje se sp\u00ed\u0161e na hardware, s\u00edt\u011b a syst\u00e9movou integraci. I tato profese se v\u0161ak vyv\u00edj\u00ed, proto\u017ee mnoho modern\u00edch syst\u00e9m\u016f je nyn\u00ed podporov\u00e1no um\u011blou inteligenc\u00ed - od kamer a senzor\u016f a\u017e po \u0159e\u0161en\u00ed edge computingu. In\u017een\u00fd\u0159i syst\u00e9mov\u00e9 elektroniky, kte\u0159\u00ed rozum\u00ed tomu, jak kombinovat takov\u00e1 za\u0159\u00edzen\u00ed s lok\u00e1ln\u00edmi modely AI, nap\u0159\u00edklad pro kontrolu kvality nebo detekci z\u00e1vad, se rychle stanou nenahraditeln\u00fdmi.<\/li>\n<li><strong>N\u00e1vrh\u00e1\u0159 digit\u00e1ln\u00edch a ti\u0161t\u011bn\u00fdch m\u00e9di\u00ed, specializuje se na digit\u00e1ln\u00ed m\u00e9dia.<\/strong>M\u00e9n\u011b n\u00e1padn\u00e1, ale st\u00e1le zaj\u00edmav\u011bj\u0161\u00ed oblast. S roz\u0161\u00ed\u0159en\u00edm generativn\u00ed um\u011bl\u00e9 inteligence v oblasti designu, reklamy a tvorby obsahu vznikaj\u00ed nov\u00e9 role, v nich\u017e se kreativn\u00ed profesion\u00e1lov\u00e9 u\u010d\u00ed c\u00edlen\u011b vyu\u017e\u00edvat n\u00e1stroje um\u011bl\u00e9 inteligence k urychlen\u00ed proces\u016f a zlep\u0161en\u00ed kvality. Zejm\u00e9na men\u0161\u00ed agentury mohou st\u00e1\u017eisty ji\u017e v ran\u00e9 f\u00e1zi sezn\u00e1mit s t\u00e9maty, jako je \"zpracov\u00e1n\u00ed obrazu s podporou AI\", \"p\u0159evod textu na obraz\" nebo \"automatizovan\u00e9 rozvr\u017een\u00ed\".<\/li>\n<li><strong>Du\u00e1ln\u00ed studijn\u00ed program nebo sm\u00ed\u0161en\u00e1 forma<\/strong>Du\u00e1ln\u00ed studijn\u00ed programy, jako je \u201eAplikovan\u00e1 informatika\u201c, \u201eDatov\u00e1 v\u011bda\u201c nebo \u201ePodnikov\u00e1 informatika\u201c, jsou nyn\u00ed tak\u00e9 siln\u011b dopln\u011bny o obsah AI. Jsou vhodn\u00e9 zejm\u00e9na pro firmy, kter\u00e9 cht\u011bj\u00ed realizovat slo\u017eit\u011bj\u0161\u00ed projekty, nap\u0159\u00edklad v oblasti lok\u00e1ln\u00edch server\u016f AI, tr\u00e9nov\u00e1n\u00ed model\u016f nebo anal\u00fdzy dat. Kombinace podnikov\u00e9 praxe a v\u011bdeck\u00e9 hloubky je zde obzvl\u00e1\u0161t\u011b cenn\u00e1 - za p\u0159edpokladu, \u017ee studentovi je umo\u017en\u011bno pracovat na re\u00e1ln\u00fdch p\u0159\u00edpadech vyu\u017eit\u00ed AI ve firm\u011b.<\/li>\n<\/ul>\n<h2>Praktick\u00e1 str\u00e1nka: Jak si firmy samy ur\u010duj\u00ed cestu k \u00fasp\u011bchu<\/h2>\n<p>Pro podnikatele je dnes situace paradoxn\u00ed: neexistuje jasn\u00e1 pracovn\u00ed n\u00e1pl\u0148, ale nespo\u010det p\u0159\u00edle\u017eitost\u00ed n\u011bco vybudovat. Kdo se nenech\u00e1 odradit nedostatkem forem, m\u016f\u017ee si vytvo\u0159it vlastn\u00ed vzd\u011bl\u00e1vac\u00ed cestu a st\u00e1t se specialistou na um\u011blou inteligenci ve vlastn\u00ed firm\u011b - v r\u00e1mci existuj\u00edc\u00ed profese, dopln\u011bn\u00e9 o praktick\u00e9 projekty. To m\u016f\u017ee znamenat<\/p>\n<ul>\n<li>zam\u011bstnat IT specialistu pro v\u00fdvoj m\u00edstn\u00ed um\u011bl\u00e9 inteligence,<\/li>\n<li>zav\u00e9st st\u00e1\u017eistu v oblasti digitalizace v \u0159\u00edzen\u00ed projekt\u016f AI,<\/li>\n<li>nebo nechat medi\u00e1ln\u00edho design\u00e9ra experimentovat s generativn\u00edmi n\u00e1stroji.<\/li>\n<\/ul>\n<p>Rozhoduj\u00edc\u00edm faktorem nen\u00ed titul, ale rozvoj skute\u010dn\u00fdch kompetenc\u00ed - a toho lze nejl\u00e9pe dos\u00e1hnout v praxi.<\/p>\n<h3>Kritick\u00fd pohled: Od certifik\u00e1tu ke skute\u010dn\u00e9 kvalifikaci<\/h3>\n<p>P\u0159es v\u0161echno nad\u0161en\u00ed bychom nem\u011bli zapom\u00ednat na jednu v\u011bc: Mnoho \u0161kolen\u00ed o um\u011bl\u00e9 inteligenci m\u00e1 zvu\u010dn\u00e1 jm\u00e9na, ale \u010dasto p\u0159ed\u00e1vaj\u00ed jen povrchn\u00ed znalosti. Dvout\u00fddenn\u00ed online kurz nenahrad\u00ed solidn\u00ed technick\u00e9 z\u00e1klady. Proto je rozumn\u011bj\u0161\u00ed poskytnout \u00fa\u010dastn\u00edk\u016fm \u0161kolen\u00ed hloubkov\u00e9 \u0161kolen\u00ed v oblasti zpracov\u00e1n\u00ed dat, logiky a procesn\u00edho my\u0161len\u00ed - to je z\u00e1kladem ka\u017ed\u00e9 smyslupln\u00e9 aplikace AI. Jin\u00fdmi slovy, pokud rozum\u00edte dat\u016fm, nemus\u00edte se AI b\u00e1t. Kdo j\u00ed nerozum\u00ed, bude j\u00ed vyd\u00e1n na milost a nemilost.<\/p>\n<h2>Dal\u0161\u00ed kvalifikace - neofici\u00e1ln\u00ed cesta k profesi specialisty na um\u011blou inteligenci<\/h2>\n<p>N\u011bmecko m\u00e1 osv\u011bd\u010den\u00fd syst\u00e9m \u0161kolen\u00ed - solidn\u00ed, d\u016fkladn\u00fd a v souladu s pr\u00e1vn\u00edmi p\u0159edpisy. Tato d\u016fkladnost je v\u0161ak z\u00e1rove\u0148 jeho nev\u00fdhodou, kdy\u017e se technologie m\u011bn\u00ed b\u011bhem n\u011bkolika t\u00fddn\u016f. Proto se \u010dasto vytv\u00e1\u0159ej\u00ed nov\u00e9 vzd\u011bl\u00e1vac\u00ed cesty mimo ofici\u00e1ln\u00ed syst\u00e9m odborn\u00e9ho vzd\u011bl\u00e1v\u00e1n\u00ed. Soukrom\u00e9 akademie, \u0161kolic\u00ed st\u0159ediska IHK a univerzity dnes nab\u00edzej\u00ed \u0161irokou \u0161k\u00e1lu dopl\u0148kov\u00fdch kvalifikac\u00ed, kter\u00e9 pr\u00e1v\u011b tuto mezeru zapl\u0148uj\u00ed. Nejsou n\u00e1hradou odborn\u00e9ho vzd\u011bl\u00e1v\u00e1n\u00ed, ale mostem do budoucnosti.<\/p>\n<h3>Dopl\u0148kov\u00e9 kurzy: Po\u010d\u00e1te\u010dn\u00ed orientace v d\u017eungli UI<\/h3>\n<p>Vedle pr\u016fmyslov\u00e9 a obchodn\u00ed komory se rozr\u016fst\u00e1 trh soukrom\u00fdch poskytovatel\u016f, z nich\u017e n\u011bkte\u0159\u00ed jsou velmi prakti\u010dt\u00ed, jin\u00ed povrchn\u011bj\u0161\u00ed. Platformy jako Coursera, Udemy nebo OpenHPI nyn\u00ed nab\u00edzej\u00ed solidn\u00ed z\u00e1kladn\u00ed kurzy v jazyce Python, strojov\u00e9m u\u010den\u00ed a generativn\u00ed um\u011bl\u00e9 inteligenci - \u010dasto zdarma nebo za m\u00e1lo pen\u011bz. Velk\u00e9 technologick\u00e9 spole\u010dnosti, jako jsou Google, Microsoft a IBM, tak\u00e9 vytvo\u0159ily vlastn\u00ed certifik\u00e1ty AI, kter\u00e9 jsou mezin\u00e1rodn\u011b uzn\u00e1van\u00e9.<\/p>\n<p>Tyto kurzy nenahrad\u00ed praxi ve firm\u011b, ale jsou cenn\u00fdm dopl\u0148kem. St\u00e1\u017eista, kter\u00fd absolvuje soukrom\u00fd kurz o neuronov\u00fdch s\u00edt\u00edch a pot\u00e9 ve firm\u011b realizuje mal\u00fd analytick\u00fd projekt, se za t\u0159i t\u00fddny nau\u010d\u00ed v\u00edce ne\u017e n\u011bkte\u0159\u00ed studenti za cel\u00fd semestr.<\/p>\n<h3>\u0160koly a univerzity pomalu n\u00e1sleduj\u00ed tento p\u0159\u00edklad<\/h3>\n<p>N\u011bkter\u00e9 odborn\u00e9 \u0161koly a vysok\u00e9 \u0161koly aplikovan\u00fdch v\u011bd uznaly, \u017ee je t\u0159eba p\u0159izp\u016fsobit v\u00fduku. Prvn\u00ed pilotn\u00ed projekty za\u010dle\u0148uj\u00ed z\u00e1klady um\u011bl\u00e9 inteligence do p\u0159edm\u011bt\u016f informatiky nebo digitalizace. Zvl\u00e1\u0161t\u011b zaj\u00edmav\u00e1 je spolupr\u00e1ce mezi \u0161kolami a podniky, v r\u00e1mci kter\u00e9 mohou studenti nebo st\u00e1\u017eist\u00e9 doprov\u00e1zet skute\u010dn\u00e9 projekty AI - nap\u0159\u00edklad optimalizaci proces\u016f nebo anal\u00fdzu dat.<\/p>\n<p>I v tomto p\u0159\u00edpad\u011b mohou podnikatel\u00e9, kte\u0159\u00ed aktivn\u011b usiluj\u00ed o dialog se \u0161kolou, ovlivnit, jak\u00e1 t\u00e9mata se v n\u00ed budou prob\u00edrat. T\u00edmto zp\u016fsobem lze v\u00fduku krok za krokem posouvat sm\u011brem k praxi.<\/p>\n<h3>Sebevzd\u011bl\u00e1v\u00e1n\u00ed se st\u00e1v\u00e1 povinnou kompetenc\u00ed<\/h3>\n<p>Na rozd\u00edl od tradi\u010dn\u00edch u\u010d\u0148ovsk\u00fdch obor\u016f neexistuje v prost\u0159ed\u00ed um\u011bl\u00e9 inteligence pevn\u00e1 struktura u\u010den\u00ed. Modely, n\u00e1stroje a metody se m\u011bn\u00ed p\u0159\u00edli\u0161 rychle.<br \/>\nProto se samostudium ji\u017e d\u00e1vno stalo sou\u010d\u00e1st\u00ed profesn\u00ed kvalifikace. Mlad\u00fd \u010dlov\u011bk, kter\u00fd prok\u00e1\u017ee, \u017ee se dok\u00e1\u017ee samostatn\u011b sezn\u00e1mit s nov\u00fdmi n\u00e1stroji, m\u00e1 dnes v\u011bt\u0161\u00ed cenu ne\u017e ten, kdo m\u00e1 form\u00e1ln\u00ed z\u00e1v\u011bre\u010dnou zn\u00e1mku. Pr\u00e1v\u011b tento p\u0159\u00edstup - ochota objevovat nov\u00e9 v\u011bci - by m\u011bl m\u00edt dnes p\u0159i v\u00fdb\u011bru a povy\u0161ov\u00e1n\u00ed u\u010d\u0148\u016f v\u011bt\u0161\u00ed v\u00e1hu ne\u017e pouh\u00e9 \u0161koln\u00ed zn\u00e1mky nebo teoretick\u00e9 znalosti.<\/p>\n<hr \/>\n<h3>Aktu\u00e1ln\u00ed pr\u016fzkum um\u011bl\u00e9 inteligence<\/h3>\n<div class='bootstrap-yop yop-poll-mc'>\n\t\t\t\t\t\t\t<div class=\"basic-yop-poll-container\" style=\"background-color:#ffffff; border:0px; border-style:solid; border-color:#000000; border-radius:5px; padding:0px 5px;\" data-id=\"9\" data-temp=\"basic-pretty\" data-skin=\"square\" data-cscheme=\"blue\" data-cap=\"0\" data-access=\"guest\" data-tid=\"\" data-uid=\"b6dfa7e0eec03736ea3bb7185330a9be\" data-pid=\"3624\" data-resdet=\"votes-number,percentages\" data-show-results-to=\"guest\" data-show-results-moment=\"after-vote\" data-show-results-only=\"false\" data-show-message=\"true\" data-show-results-as=\"bar\" data-sort-results-by=\"as-defined\" data-sort-results-rule=\"asc\"data-is-ended=\"0\" data-percentages-decimals=\"2\" data-gdpr=\"no\" data-gdpr-sol=\"consent\" data-css=\".basic-yop-poll-container[data-uid] .basic-vote {\t\t\t\t\t\t\t\t\ttext-align: center;\t\t\t\t\t\t\t\t}\" data-counter=\"0\" data-load-with=\"1\" data-notification-section=\"top\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"basic-inner\"><div class=\"basic-message hide\" style=\"border-left: 10px solid #008000; padding: 0px 10px;\" data-error=\"#ff0000\" data-success=\"#008000\"><p class=\"basic-message-text\" style=\"color:#000000; font-size:14px; font-weight:normal;\"><\/p><\/div><div class=\"basic-overlay hide\"><div class=\"basic-vote-options\"><\/div><div class=\"basic-preloader\"><div class=\"basic-windows8\"><div class=\"basic-wBall basic-wBall_1\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_2\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_3\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_4\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_5\"><div class=\"basic-wInnerBall\"><\/div><\/div><\/div><\/div><\/div><form class=\"basic-form\" action=\"\"><input type=\"hidden\" name=\"_token\" value=\"8a6284ffab\" autocomplete=\"off\"><div class=\"basic-elements\"><div class=\"basic-element basic-question basic-question-text-vertical\" data-id=\"9\" data-uid=\"992d4c77bc7eda78916cba504772ed2f\" data-type=\"question\" data-question-type=\"text\" data-required=\"yes\" data-allow-multiple=\"no\" data-min=\"1\" data-max=\"7\" data-display=\"vertical\" data-colnum=\"\" data-display-others=\"no\" data-others-color=\"\" data-others=\"\" data-others-max-chars=\"0\"><div class=\"basic-question-title\"><h5 style=\"color:#000000; font-size:16px; font-weight:normal; text-align:left;\">Co si mysl\u00edte o lok\u00e1ln\u011b provozovan\u00e9m softwaru AI, jako je MLX nebo Ollama?<\/h5><\/div><ul class=\"basic-answers\"><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"45\" data-type=\"text\" data-vn=\"163\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[45]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[45]\" name=\"answer[9]\" value=\"45\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">D\u016fmysln\u00e9 - kone\u010dn\u011b nez\u00e1visl\u00e9 na cloudu<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"46\" data-type=\"text\" data-vn=\"32\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[46]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[46]\" name=\"answer[9]\" value=\"46\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Zaj\u00edmav\u00e9, ale (st\u00e1le) p\u0159\u00edli\u0161 slo\u017eit\u00e9<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"47\" data-type=\"text\" data-vn=\"35\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[47]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[47]\" name=\"answer[9]\" value=\"47\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Brzy to vyzkou\u0161\u00edm<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"48\" data-type=\"text\" data-vn=\"6\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[48]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[48]\" name=\"answer[9]\" value=\"48\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Nepot\u0159ebuji ho - cloud mi sta\u010d\u00ed.<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"49\" data-type=\"text\" data-vn=\"6\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[49]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[49]\" name=\"answer[9]\" value=\"49\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Nev\u00edm p\u0159esn\u011b, o \u010dem to je.<\/span><\/label><\/div><\/li><\/ul><\/div><div class=\"clearfix\"><\/div><\/div><div class=\"basic-vote\"><a href=\"#\" class=\"button basic-vote-button\" role=\"button\" style=\"background:#027bb8; border:0px; border-style: solid; border-color:#000000; border-radius:5px; padding:10px 10px; color:#ffffff; font-size:14px; font-weight:normal;\">Hlasujte na<\/a><\/div><input type=\"hidden\" name=\"trp-form-language\" value=\"cs\"\/><\/form><\/div><\/div><\/div><\/div>\n\t\t\t\t\t\t<\/div>\n<hr \/>\n<h2>Pro podnikatele - Jak konkr\u00e9tn\u011b propagovat sv\u00e9 vlastn\u00ed st\u00e1\u017eisty v oblasti um\u011bl\u00e9 inteligence<\/h2>\n<p>Mnoho podnikatel\u016f instinktivn\u011b c\u00edt\u00ed, \u017ee p\u0159\u00ed\u0161t\u00edch n\u011bkolik let bude obdob\u00edm p\u0159evrat\u016f. Um\u011bl\u00e1 inteligence nebude jen n\u00e1strojem, ale novou vrstvou nad v\u0161emi podnikov\u00fdmi procesy. Ka\u017ed\u00fd, kdo bude \u010dekat, a\u017e vznikne ofici\u00e1ln\u00ed \"profese AI\", ztrat\u00ed drahocenn\u00fd \u010das. Pokud v\u0161ak za\u010dnete sv\u00e9 lidi systematicky seznamovat s t\u011bmito t\u00e9maty ji\u017e dnes, vybudujete si odborn\u00e9 znalosti, kter\u00e9 si ostatn\u00ed budou muset za p\u011bt let draze kupovat.<\/p>\n<ol>\n<li><strong>Vlastn\u00ed projekty m\u00edsto such\u00e9 teorie<\/strong>Znalosti o um\u011bl\u00e9 inteligenci rostou prax\u00ed. Nejjednodu\u0161\u0161\u00ed zp\u016fsob, jak podpo\u0159it st\u00e1\u017eistu nebo zam\u011bstnance, je definovat mal\u00fd intern\u00ed projekt, kter\u00fd p\u0159inese m\u011b\u0159iteln\u00e9 v\u00fdhody. Nap\u0159\u00edklad: automatick\u00e1 tvorba text\u016f pro popisy produkt\u016f, vyhodnocov\u00e1n\u00ed dotaz\u016f z\u00e1kazn\u00edk\u016f s p\u0159ipojen\u00edm ChatGPT nebo Ollama, anal\u00fdza skladov\u00fdch z\u00e1sob nebo prodejn\u00edch \u010d\u00edsel s podporou AI, obrazov\u00e1 AI pro marketing nebo design, v\u00fdvoj lok\u00e1ln\u00edho modelu, kter\u00fd rozum\u00ed firemn\u00edm dokument\u016fm. D\u016fle\u017eit\u00e9 je, aby byl projekt re\u00e1ln\u00fd - tj. aby se pou\u017e\u00edval v ka\u017edodenn\u00edm \u017eivot\u011b. Jedin\u011b tak \u0161kolenec pochop\u00ed, \u017ee UI nen\u00ed samo\u00fa\u010deln\u00e1, ale praktick\u00e1 pom\u016fcka.<\/li>\n<li><strong>Spolupr\u00e1ce s IHK nebo odbornou \u0161kolou<\/strong>Mnoh\u00e9 okresy IHK nyn\u00ed aktivn\u011b podporuj\u00ed spole\u010dnosti p\u0159i za\u010dle\u0148ov\u00e1n\u00ed obsahu AI do sv\u00fdch vzd\u011bl\u00e1vac\u00edch program\u016f. Podnikatel\u00e9 mohou p\u0159ihl\u00e1sit sv\u00e9 frekventanty k z\u00edsk\u00e1n\u00ed dodate\u010dn\u00e9 kvalifikace nebo se \u00fa\u010dastnit pilotn\u00edch projekt\u016f jako partne\u0159i z praxe. Odborn\u00e9 \u0161koly jsou zase \u010dasto otev\u0159eny n\u00e1vrh\u016fm, kdy\u017e firmy nab\u00eddnou konkr\u00e9tn\u00ed t\u00e9mata - nap\u0159. v\u00fdukov\u00fd blok na t\u00e9ma \u201eAI ve vlastn\u00ed firm\u011b\u201c. Vznik\u00e1 tak skute\u010dn\u00fd cyklus teorie a praxe, kter\u00fd je p\u0159\u00ednosn\u00fd pro ob\u011b strany: Firma z\u00edsk\u00e1 motivovan\u00e9 mlad\u00e9 zam\u011bstnance a \u0161kola m\u016f\u017ee vyu\u010dovat aktu\u00e1ln\u00ed obsah.<\/li>\n<li><strong>Ch\u00e1p\u00e1n\u00ed \u010dasu na u\u010den\u00ed jako investice<\/strong>\u010cast\u00e1 chyba: firmy o\u010dek\u00e1vaj\u00ed okam\u017eitou produktivitu. Ale ka\u017ed\u00fd, kdo se v\u00e1\u017en\u011b seznamuje se syst\u00e9my AI, pot\u0159ebuje \u010das na experimentov\u00e1n\u00ed, selh\u00e1n\u00ed a pochopen\u00ed. Tento \u010das na u\u010den\u00ed nen\u00ed ztracen\u00fdm pracovn\u00edm \u010dasem, ale investic\u00ed do budouc\u00ed efektivity. \u0160kolenec, kter\u00fd str\u00e1v\u00ed \u0161est m\u011bs\u00edc\u016f v\u00fdvojem mal\u00fdch automatizac\u00ed AI, m\u016f\u017ee pozd\u011bji optimalizovat procesy, kter\u00e9 firm\u011b u\u0161et\u0159\u00ed mnoho hodin ro\u010dn\u011b. Z dlouhodob\u00e9ho hlediska se to n\u011bkolikan\u00e1sobn\u011b vyplat\u00ed - finan\u010dn\u011b i organiza\u010dn\u011b.<\/li>\n<li><strong>Vytvo\u0159en\u00ed kultury otev\u0159en\u00e9ho u\u010den\u00ed<\/strong>Um\u011bl\u00e1 inteligence vy\u017eaduje zv\u00eddavost a kritick\u00e9 my\u0161len\u00ed. Pokud se zam\u011bstnanci boj\u00ed d\u011blat chyby, nikdo nic nevyzkou\u0161\u00ed. Proto by podnikatel\u00e9 m\u011bli c\u00edlen\u011b podporovat kulturu otev\u0159en\u00e9ho u\u010den\u00ed - s pravideln\u00fdmi workshopy, v\u00fdm\u011bnn\u00fdmi form\u00e1ty a atmosf\u00e9rou, ve kter\u00e9 jsou ot\u00e1zky povoleny. Jedn\u00edm z jednoduch\u00fdch zp\u016fsob\u016f, jak toho dos\u00e1hnout, je vyhradit jednou za m\u011bs\u00edc p\u016fl hodiny pro st\u00e1\u017eisty nebo zam\u011bstnance, aby uk\u00e1zali, co nov\u00e9ho s AI vyzkou\u0161eli. To motivuje a ukotvuje znalosti v t\u00fdmu.<\/li>\n<li><strong>Vyu\u017eit\u00ed program\u016f financov\u00e1n\u00ed a dotac\u00ed<\/strong>St\u00e1t nyn\u00ed financuje \u0159adu program\u016f digitalizace a vzd\u011bl\u00e1v\u00e1n\u00ed, kter\u00e9 zahrnuj\u00ed nap\u0159\u00edklad i projekty v oblasti um\u011bl\u00e9 inteligence: <em>\"go-digital\"<\/em> BMWK - podporuje poradenstv\u00ed a pilotn\u00ed projekty v oblasti digitalizace, v\u010detn\u011b projekt\u016f souvisej\u00edc\u00edch s um\u011blou inteligenc\u00ed. Program <em>\"Digit\u00e1ln\u00ed centrum pro mal\u00e9 a st\u0159edn\u00ed podniky\"<\/em> - podporuje mal\u00e9 a st\u0159edn\u00ed podniky p\u0159i zav\u00e1d\u011bn\u00ed aplikac\u00ed um\u011bl\u00e9 inteligence. Financov\u00e1n\u00ed dal\u0161\u00edho vzd\u011bl\u00e1v\u00e1n\u00ed a kvalifikace zam\u011bstnanc\u016f z ESF. Podnikatel\u00e9, kte\u0159\u00ed maj\u00ed p\u0159\u00edstup k t\u011bmto program\u016fm v ran\u00e9 f\u00e1zi, mohou v\u00fdrazn\u011b sn\u00ed\u017eit sv\u00e9 n\u00e1klady na \u0161kolen\u00ed a z\u00e1rove\u0148 si vybudovat vlastn\u00ed dovednosti, kter\u00e9 budou odoln\u00e9 v\u016f\u010di budoucnosti.<\/li>\n<li><strong>V\u00fdb\u011br spr\u00e1vn\u00fdch lid\u00ed<\/strong>Projekty um\u011bl\u00e9 inteligence nepot\u0159ebuj\u00ed program\u00e1tory v tradi\u010dn\u00edm slova smyslu, ale sp\u00ed\u0161e zv\u00eddav\u00e9 later\u00e1ln\u00ed myslitele - lidi, kte\u0159\u00ed cht\u011bj\u00ed kombinovat, ch\u00e1pat a zlep\u0161ovat. P\u0159i v\u00fdb\u011bru nov\u00fdch st\u00e1\u017eist\u016f je vhodn\u00e9 v\u011bnovat pozornost n\u00e1sleduj\u00edc\u00edm charakteristik\u00e1m:<br \/>\nanalytick\u00e9 my\u0161len\u00ed, z\u00e1jem o data a struktury, motivace u\u010dit se nov\u00fdm v\u011bcem a schopnost p\u0159ed\u00e1vat znalosti srozumiteln\u00fdm zp\u016fsobem.<\/li>\n<\/ol>\n<p>Technick\u00e9 dovednosti se daj\u00ed nau\u010dit, p\u0159\u00edstup nikoli. Ti, kte\u0159\u00ed tento p\u0159\u00edstup podporuj\u00ed ji\u017e od \u00fatl\u00e9ho v\u011bku, si vychovaj\u00ed velmi kvalifikovan\u00e9 pracovn\u00edky, kter\u00fdch bude za p\u00e1r let v\u0161ude nedostatek.<\/p>\n<h3>Od st\u00e1\u017eisty po intern\u00edho pracovn\u00edka pro um\u011blou inteligenci<\/h3>\n<p>S trochou p\u0159edv\u00eddavosti se m\u016f\u017ee z\u00e1jemce st\u00e1t b\u011bhem dvou a\u017e t\u0159\u00ed let intern\u00edm pracovn\u00edkem pro um\u011blou inteligenci - \u010dlov\u011bkem, kter\u00fd vyhodnocuje nov\u00e9 n\u00e1stroje, nastavuje rozhran\u00ed a vysv\u011btluje zam\u011bstnanc\u016fm, jak um\u011blou inteligenci rozumn\u011b pou\u017e\u00edvat. To nen\u00ed vzd\u00e1len\u00e1 vize, ale v mnoha st\u0159edn\u011b velk\u00fdch firm\u00e1ch je to ji\u017e realita. V\u017edy to za\u010d\u00edn\u00e1 prvn\u00edm mal\u00fdm projektem, odvahou experimentovat - a podnikatelem, kter\u00fd si na to ud\u011bl\u00e1 \u010das.<\/p>\n<h3>\u0160kolen\u00ed specialist\u016f na um\u011blou inteligenci znamen\u00e1 vytvo\u0159en\u00ed struktur, kter\u00e9 umo\u017e\u0148uj\u00ed u\u010den\u00ed<\/h3>\n<p>Budov\u00e1n\u00ed odborn\u00fdch znalost\u00ed v oblasti um\u011bl\u00e9 inteligence ve spole\u010dnosti neza\u010d\u00edn\u00e1 u softwaru, ale u jasn\u00e9 struktury:<\/p>\n<ul>\n<li>Kdo p\u0159eb\u00edr\u00e1 odpov\u011bdnost?<\/li>\n<li>Kter\u00e9 procesy mohou st\u00e1\u017eist\u00e9 a kvalifikovan\u00ed pracovn\u00edci navrhovat?<\/li>\n<li>Kde je prostor pro experimentov\u00e1n\u00ed?<\/li>\n<\/ul>\n<p>Jako <a href=\"https:\/\/www.markus-schall.de\/cs\/poradenstvi-v-oblasti-rizeni\/\"><strong>Poradce pro syst\u00e9mov\u00e9 \u0159\u00edzen\u00ed<\/strong><\/a> Pom\u00e1h\u00e1m firm\u00e1m objasnit pr\u00e1v\u011b tyto ot\u00e1zky - bez ohledu na odv\u011btv\u00ed a sadu n\u00e1stroj\u016f. V\u017edy\u0165 skute\u010dn\u00e1 odbornost v oblasti um\u011bl\u00e9 inteligence vznik\u00e1 tam, kde zam\u011bstnanci nepln\u00ed pouze p\u0159\u00edkazy, ale mohou myslet sami za sebe.<\/p>\n<h2>Pro za\u010d\u00ednaj\u00edc\u00ed kari\u00e9risty - Jak polo\u017eit z\u00e1klady sv\u00e9 budoucnosti v oblasti um\u011bl\u00e9 inteligence<\/h2>\n<p>Mnoho mlad\u00fdch lid\u00ed dnes stoj\u00ed p\u0159ed ot\u00e1zkou: \"M\u00e1m po\u010dkat, a\u017e bude existovat ofici\u00e1ln\u00ed profese um\u011bl\u00e9 inteligence?\". Odpov\u011b\u010f zn\u00ed ne, proto\u017ee v dob\u011b, kdy tato profese bude existovat, se technologie ji\u017e d\u00e1vno posunou d\u00e1l. Ti, kte\u0159\u00ed se s n\u00ed sezn\u00e1m\u00ed dnes, budou pozd\u011bji tam, kde ostatn\u00ed teprve za\u010d\u00ednaj\u00ed.<br \/>\nUm\u011bl\u00e1 inteligence nen\u00ed uzav\u0159en\u00e1 specializace jako elektrotechnika nebo obchodn\u00ed studia - je to soubor n\u00e1stroj\u016f, kter\u00fd se neust\u00e1le roz\u0161i\u0159uje. Ka\u017ed\u00fd, kdo se nau\u010d\u00ed tyto n\u00e1stroje pou\u017e\u00edvat, nebude nikdy bez pr\u00e1ce.<\/p>\n<h3>Osobn\u00ed iniciativa p\u0159ed\u010d\u00ed osnovy<\/h3>\n<p>Ve sv\u011bt\u011b, kter\u00fd se m\u011bn\u00ed rychleji ne\u017e jak\u00e1koli u\u010debnice, se nejd\u016fle\u017eit\u011bj\u0161\u00ed dovednost\u00ed stalo sebevzd\u011bl\u00e1v\u00e1n\u00ed.<br \/>\nBezplatn\u00e9 vzd\u011bl\u00e1vac\u00ed platformy, jako jsou Coursera, Kaggle, Google AI, OpenAI Learn nebo Fast.ai, nab\u00edzej\u00ed solidn\u00ed z\u00e1kladn\u00ed kurzy anal\u00fdzy dat, Pythonu a strojov\u00e9ho u\u010den\u00ed. K realizaci prvn\u00edch projekt\u016f sta\u010d\u00ed n\u011bkolik hodin t\u00fddn\u011b - nap\u0159:<\/p>\n<ul>\n<li>mal\u00e1 aplikace, kter\u00e1 automaticky t\u0159\u00edd\u00ed texty,<\/li>\n<li>skript, kter\u00fd shrnuje vstupy,<\/li>\n<li>nebo m\u00edstn\u00ed jazykov\u00fd model, kter\u00fd prohled\u00e1v\u00e1 dokumenty.<\/li>\n<\/ul>\n<p>Takov\u00e9 mal\u00e9 experimenty se mohou zd\u00e1t nen\u00e1padn\u00e9, ale jsou nejlep\u0161\u00edm zp\u016fsobem, jak si vytvo\u0159it skute\u010dnou rutinu.<\/p>\n<h3>Zdokumentujte, co jste se nau\u010dili<\/h3>\n<p>Dal\u0161\u00ed d\u016fle\u017eit\u00fd bod: znalosti, kter\u00e9 nejsou zdokumentov\u00e1ny, z\u016fst\u00e1vaj\u00ed pom\u00edjiv\u00e9. Proto se vyplat\u00ed sepsat si vlastn\u00ed kroky u\u010den\u00ed nebo je ve\u0159ejn\u011b sd\u00edlet - nap\u0159\u00edklad na blogu, na LinkedIn nebo GitHubu. Potenci\u00e1ln\u00edm zam\u011bstnavatel\u016fm nebo \u0161kolitel\u016fm tak uk\u00e1\u017eete, \u017ee nejen konzumujete, ale tak\u00e9 ch\u00e1pete, zkou\u0161\u00edte a zdokonalujete se.<\/p>\n<p>Zejm\u00e9na mlad\u00ed lid\u00e9, kte\u0159\u00ed si ji\u017e v ran\u00e9m v\u011bku za\u010dnou vytv\u00e1\u0159et vlastn\u00ed malou sb\u00edrku znalost\u00ed, si osvoj\u00ed cit pro syst\u00e9my - a stanou se tak cenn\u00fdmi zam\u011bstnanci mnohem d\u0159\u00edve, ne\u017e budou m\u00edt v ruce certifik\u00e1t.<\/p>\n<h3>M\u011bkk\u00e9 dovednosti jsou i nad\u00e1le kl\u00ed\u010dov\u00e9<\/h3>\n<p>Navzdory v\u0161em technologi\u00edm nesm\u00edme zapom\u00ednat: Um\u011bl\u00e1 inteligence je n\u00e1stroj, nikoliv n\u00e1hrada porozum\u011bn\u00ed. Ti, kte\u0159\u00ed um\u00ed komunikovat, vysv\u011btlovat souvislosti a p\u0159eb\u00edrat odpov\u011bdnost, z\u016fst\u00e1vaj\u00ed nenahraditeln\u00ed. Odborn\u00edk na UI, kter\u00fd mysl\u00ed klidn\u011b, p\u00ed\u0161e srozumiteln\u011b a p\u0159eb\u00edr\u00e1 odpov\u011bdnost, bude v\u017edy vy\u010dn\u00edvat z davu.<\/p>\n<p>Zejm\u00e9na v Evrop\u011b, kde jsou d\u016fle\u017eit\u00e9 hodnoty jako spolehlivost, ochrana dat a kvalita, jsou to pr\u00e1v\u011b tyto vlastnosti, kter\u00e9 tvo\u0159\u00ed z\u00e1klad skute\u010dn\u00e9 odbornosti v oblasti um\u011bl\u00e9 inteligence.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_7teCZcmaueE\"><div id=\"lyte_7teCZcmaueE\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2F7teCZcmaueE%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\"><\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/7teCZcmaueE\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2F7teCZcmaueE%2F0.jpg\" alt=\"Miniatura videa na YouTube\" width=\"640\" height=\"340\" \/><br \/>Pod\u00edvejte se na toto video na YouTube<\/a><\/noscript><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:640px;margin:5px;\"><\/div><br \/>\nUm\u011bl\u00e1 inteligence na trhu pr\u00e1ce: takto by mohla vypadat budoucnost (Zdroj: WDR)<\/p>\n<h2>V\u00fdhled do budoucna - a\u017e se um\u011bl\u00e1 inteligence stane standardem<\/h2>\n<p>Um\u011bl\u00e1 inteligence se nest\u00e1v\u00e1 profes\u00ed, ale sou\u010d\u00e1st\u00ed ka\u017ed\u00e9 profese. Sou\u010dasn\u00e1 situace p\u0159ipom\u00edn\u00e1 dobu, kdy do kancel\u00e1\u0159\u00ed p\u0159i\u0161ly po\u010d\u00edta\u010de. Tehdy byla \u201epo\u010d\u00edta\u010dov\u00e1 gramotnost\u201c zvl\u00e1\u0161tnost\u00ed - dnes se pova\u017euje za samoz\u0159ejmost. S um\u011blou inteligenc\u00ed to bude podobn\u00e9: Za n\u011bkolik let ji\u017e nebudeme hovo\u0159it o \u201eodborn\u00edc\u00edch na um\u011blou inteligenci\u201c, ale o odborn\u00edc\u00edch s odborn\u00fdmi znalostmi v oblasti um\u011bl\u00e9 inteligence.<\/p>\n<p>A\u0165 u\u017e v obchod\u011b, v kancel\u00e1\u0159i nebo ve v\u00fdrob\u011b - v\u0161ude bude AI b\u011b\u017eet na pozad\u00ed, \u0159\u00eddit procesy a p\u0159ipravovat rozhodnut\u00ed. Proto ka\u017ed\u00e1 firma pot\u0159ebuje lidi, kte\u0159\u00ed v\u011bd\u00ed, jak tyto syst\u00e9my uva\u017euj\u00ed, kde jsou jejich hranice a jak je vyu\u017e\u00edt v z\u00e1jmu firmy.<\/p>\n<h3>Vznikaj\u00ed nov\u00e9 pracovn\u00ed profily - ale pomaleji ne\u017e ve skute\u010dnosti<\/h3>\n<p>D\u00e1 se p\u0159edpokl\u00e1dat, \u017ee IHK v nadch\u00e1zej\u00edc\u00edch letech vytvo\u0159\u00ed nov\u00e9 profily - nap\u0159\u00edklad \u201emana\u017eer dat a AI\u201c, \u201eIT specialista pro syst\u00e9my AI\u201c nebo \u201etechnolog AI\u201c. Do t\u00e9 doby se v\u0161ak firmy ji\u017e d\u00e1vno vydaj\u00ed vlastn\u00ed cestou. Jak u\u017e to tak b\u00fdv\u00e1, praxe p\u0159edb\u011bhne legislativu. To v\u0161ak nen\u00ed nev\u00fdhoda. Znamen\u00e1 to, \u017ee pr\u016fkopn\u00edci dnes z\u00edsk\u00e1vaj\u00ed zku\u0161enosti a pozd\u011bji budou pat\u0159it k t\u011bm, kte\u0159\u00ed pomohou utv\u00e1\u0159et nov\u00e9 standardy. Sv\u00fdm zp\u016fsobem jsme sv\u011bdky zrodu zcela nov\u00e9ho profesn\u00edho oboru, kter\u00fd je\u0161t\u011b nem\u00e1 jm\u00e9no - ale u\u017e existuje.<\/p>\n<p>Zat\u00edmco v USA ud\u00e1vaj\u00ed tempo velk\u00e9 cloudov\u00e9 spole\u010dnosti, v Evrop\u011b s\u00edl\u00ed protich\u016fdn\u00e9 hnut\u00ed: decentralizovan\u00e9, m\u00edstn\u00ed syst\u00e9my um\u011bl\u00e9 inteligence, kter\u00e9 se zam\u011b\u0159uj\u00ed na ochranu dat, osobn\u00ed odpov\u011bdnost a stabilitu. Tento v\u00fdvoj nen\u00ed ta\u017een za\u010d\u00ednaj\u00edc\u00edmi podniky, ale st\u00e1le v\u00edce st\u0159edn\u011b velk\u00fdmi spole\u010dnostmi, kter\u00e9 uva\u017euj\u00ed dlouhodob\u011b.<\/p>\n<p>Pr\u00e1v\u011b v tom spo\u010d\u00edv\u00e1 velk\u00e1 p\u0159\u00edle\u017eitost: Evropa se svou tradic\u00ed kvality a odpov\u011bdnosti by mohla b\u00fdt protip\u00f3lem \u010dist\u011b datov\u00e9 ekonomiky.<br \/>\nA to vy\u017eaduje lidi, kte\u0159\u00ed rozum\u00ed jak technologi\u00edm, tak p\u0159\u00edstupu.<\/p>\n<h2>Odbornost v oblasti um\u011bl\u00e9 inteligence se nezvy\u0161uje na z\u00e1klad\u011b titulu, ale prax\u00ed.<\/h2>\n<p>Historie se opakuje v jin\u00e9 podob\u011b: stejn\u011b jako kdysi tiska\u0159sk\u00fd lis nebo elektrifikace daly vzniknout nov\u00fdm profes\u00edm, i um\u011bl\u00e1 inteligence vytv\u00e1\u0159\u00ed nov\u00fd druh \u0159emesla - \u0159emeslo digit\u00e1ln\u00edho my\u0161len\u00ed. Toto \u0159emeslo se v\u0161ak nelze nau\u010dit pouze ve \u0161koln\u00edch lavic\u00edch. Vyr\u016fst\u00e1 d\u00edky praxi, zv\u011bdavosti a v\u016fli p\u0159evz\u00edt odpov\u011bdnost.<\/p>\n<p>\"Specialista na um\u011blou inteligenci\" nen\u00ed v podstat\u011b technik, ale p\u0159ekladatel mezi \u010dlov\u011bkem a strojem. Rozum\u00ed tomu, jak funguj\u00ed data, jak se syst\u00e9my u\u010d\u00ed a jak je lze integrovat do st\u00e1vaj\u00edc\u00edch proces\u016f, ani\u017e by se ztratila lidskost.<\/p>\n<h3>Co by m\u011bli podnikatel\u00e9 ud\u011blat nyn\u00ed<\/h3>\n<p>Spole\u010dnosti by m\u011bly za\u010d\u00edt pokl\u00e1dat z\u00e1klady ji\u017e nyn\u00ed - ne\u010dekat na nov\u00e9 p\u0159edpisy o \u0161kolen\u00ed, ale definovat vlastn\u00ed projekty v oblasti um\u011bl\u00e9 inteligence, \u0161kolit zam\u011bstnance a podporovat \u00fa\u010dastn\u00edky \u0161kolen\u00ed. I mal\u00fd za\u010d\u00e1tek - nap\u0159\u00edklad intern\u00ed chatbot, anal\u00fdza dat nebo lok\u00e1ln\u00ed automatizace - m\u016f\u017ee vytvo\u0159it z\u00e1klad pro udr\u017eiteln\u00e9 intern\u00ed znalosti.<\/p>\n<p>Chytr\u00fd podnikatel nep\u0159em\u00fd\u0161l\u00ed o n\u00e1stroj\u00edch, ale o kompetenc\u00edch.<\/p>\n<p>Proto\u017ee kdy\u017e lidem umo\u017en\u00edte porozum\u011bt technologii, z\u016fstanou nez\u00e1visl\u00ed na poskytovatel\u00edch, licenc\u00edch a kr\u00e1tkodob\u00fdch m\u00f3dn\u00edch trendech.<\/p>\n<h3>Co by m\u011bli mlad\u00ed lid\u00e9 d\u011blat<\/h3>\n<p>Pokud jste mlad\u00ed, nem\u011bli byste \u010dekat, a\u017e v\u00e1m n\u011bkdo uk\u00e1\u017ee cestu. N\u00e1stroje jsou k dispozici, znalosti jsou voln\u011b dostupn\u00e9 a ti, kte\u0159\u00ed se cht\u011bj\u00ed u\u010dit, toho ji\u017e dnes dok\u00e1\u017eou v\u00edce, ne\u017e si v\u011bt\u0161ina lid\u00ed uv\u011bdomuje. Rozhoduj\u00edc\u00ed je za\u010d\u00edt - krok za krokem, beze strachu z chyb.<\/p>\n<p>Proto\u017ee ka\u017ed\u00fd mal\u00fd experiment s um\u011blou inteligenc\u00ed, ka\u017ed\u00fd sc\u00e9n\u00e1\u0159, kter\u00fd sami nap\u00ed\u0161ete, nebo ka\u017ed\u00fd \u00fasp\u011b\u0161n\u00fd projekt je stavebn\u00edm kamenem pro va\u0161i vlastn\u00ed budoucnost.<\/p>\n<h2>Tip na knihu: Procesn\u00ed my\u0161len\u00ed m\u00edsto program\u00e1torsk\u00e9ho stresu<\/h2>\n<figure id=\"attachment_2452\" aria-describedby=\"caption-attachment-2452\" style=\"width: 210px\" class=\"wp-caption alignleft\"><a href=\"https:\/\/schall-verlag.de\/buch-datenbanken.php\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-2452\" src=\"http:\/\/www.markus-schall.de\/wp-content\/uploads\/das-etwas-andere-datenbank-buch-715x1024.jpg\" alt=\"Datab\u00e1zov\u00e1 kniha s rozd\u00edlem\" width=\"220\" height=\"315\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/das-etwas-andere-datenbank-buch-715x1024.jpg 715w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/das-etwas-andere-datenbank-buch-210x300.jpg 210w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/das-etwas-andere-datenbank-buch-768x1100.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/das-etwas-andere-datenbank-buch-8x12.jpg 8w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/das-etwas-andere-datenbank-buch.jpg 838w\" sizes=\"auto, (max-width: 220px) 100vw, 220px\" \/><\/a><figcaption id=\"caption-attachment-2452\" class=\"wp-caption-text\">Porozum\u011bn\u00ed datab\u00e1z\u00edm pomoc\u00ed um\u011bl\u00e9 inteligence<\/figcaption><\/figure>\n<p>Ka\u017ed\u00fd, kdo hled\u00e1 \u00favod do sv\u011bta datab\u00e1z\u00ed, je rychle zahlcen odborn\u00fdmi term\u00edny, syntax\u00ed a teori\u00ed. Pr\u00e1v\u011b tady je <a href=\"https:\/\/schall-verlag.de\/buch-datenbanken.php\" target=\"_blank\" rel=\"noopener\"><em><strong>\"Kniha o datab\u00e1z\u00edch s rozd\u00edlem\"<\/strong><\/em><\/a> d\u00edlo, kter\u00e9 zprost\u0159edkov\u00e1v\u00e1 datab\u00e1zov\u00e9 my\u0161len\u00ed nikoli jako technickou p\u0159ek\u00e1\u017eku, ale jako logick\u00fd zp\u016fsob my\u0161len\u00ed. Poskytuje postupn\u00fd \u00favod do sv\u011bta strukturovan\u00fdch informac\u00ed, ani\u017e by p\u0159edpokl\u00e1dala jakoukoli znalost programov\u00e1n\u00ed. \u010cten\u00e1\u0159 se dozv\u00ed, jak datov\u00e9 procesy skute\u010dn\u011b funguj\u00ed, jak je \u010dist\u011b modelovat a pro\u010d dobr\u00e9 datov\u00e9 struktury tvo\u0159\u00ed p\u00e1te\u0159 ka\u017ed\u00e9 modern\u00ed aplikace - a\u0165 u\u017e v FileMaker, SQL nebo jin\u00e9m syst\u00e9mu.<\/p>\n<p>Kniha za\u010d\u00edn\u00e1 t\u00edm, co mnoho za\u010d\u00e1te\u010dn\u00edk\u016f v IT p\u0159ehl\u00ed\u017e\u00ed: procesn\u00edm my\u0161len\u00edm. M\u00edsto such\u00e9ho vysv\u011btlov\u00e1n\u00ed tabulek, pol\u00ed a kl\u00ed\u010d\u016f ukazuje, jak pozorovat a analyzovat skute\u010dn\u00e9 procesy a n\u00e1sledn\u011b je p\u0159ev\u00e9st do datov\u00e9 logiky. Teprve po pochopen\u00ed tohoto kroku d\u00e1v\u00e1 technick\u00e1 str\u00e1nka v\u011bci smysl - a st\u00e1v\u00e1 se pak srozumitelnou. Pozd\u011bji kniha jemn\u011b seznamuje s SQL a rela\u010dn\u00edmi pojmy, vysv\u011btluje vztahy mezi tabulkami, prim\u00e1rn\u00ed a ciz\u00ed kl\u00ed\u010de a prakticky ukazuje, jak data nejen ukl\u00e1dat, ale tak\u00e9 jim rozum\u011bt. Dal\u0161\u00ed kapitoly v\u00e1s sezn\u00e1m\u00ed s prac\u00ed s UI s c\u00edlem pochopit a modelovat datab\u00e1ze.<\/p>\n<p>V\u00fdsledkem nen\u00ed dal\u0161\u00ed u\u010debnice k\u00f3du, ale v\u00fdzva ke strukturovan\u00e9mu my\u0161len\u00ed. Ide\u00e1ln\u00ed \u00favodn\u00ed d\u00edlo pro podnikatele, u\u010dn\u011b a v\u0161echny, kte\u0159\u00ed cht\u011bj\u00ed procesy nejen zmapovat, ale skute\u010dn\u011b jim porozum\u011bt.<\/p>\n<h2>Pohled do budoucna<\/h2>\n<p>Za deset let se lid\u00e9 budou na toto obdob\u00ed d\u00edvat zp\u011bt a \u0159\u00edkat: \u201eTo byla f\u00e1ze, kdy se technologie op\u011bt stala obchodem.\u201c Ti, kdo dnes za\u010d\u00ednaj\u00ed - podnikatel\u00e9 i u\u010dni -, budou tehdy kvalifikovan\u00fdmi pracovn\u00edky, na nich\u017e jsou z\u00e1visl\u00ed v\u0161ichni ostatn\u00ed.<\/p>\n<p>A pr\u00e1v\u011b to je tich\u00e9, ale rozhodn\u00e9 poselstv\u00ed t\u00e9to doby:<\/p>\n<p>Um\u011bl\u00e1 inteligence nenahrazuje lidi, ale zhodnocuje ty, kte\u0159\u00ed rozum\u00ed jej\u00edmu fungov\u00e1n\u00ed.<\/p>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-546 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-small-grid-column: 33.33%;--dpt-large-grid-column: 33.3333333333%;--dpt-h-gutter: 12.5px;--dpt-v-gutter: 10px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-546 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Aktu\u00e1ln\u00ed soci\u00e1ln\u00ed probl\u00e9my<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-546\" class=\"dpt-wrapper dpt-grid1 multi-col dpt-mason-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"das 28. regime der eu: der stille umbau des europ\u00e4ischen wirtschaftsraums?\" data-id=\"3747\"  data-category=\"allgemein gesellschaft\" data-post_tag=\"auswandern eu-gesetze europa geopolitik\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/28-rezim-eu-ticha-reorganizace-evropskeho-hospodarskeho-prostoru\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">28. re\u017eim EU: tich\u00e1 reorganizace Evropsk\u00e9ho hospod\u00e1\u0159sk\u00e9ho prostoru?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"28. re\u017eim EU\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/EU-28-Regime.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/EU-28-Regime.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/EU-28-Regime-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/EU-28-Regime-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/EU-28-Regime-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/28-rezim-eu-ticha-reorganizace-evropskeho-hospodarskeho-prostoru\/\" rel=\"bookmark\">28. re\u017eim EU: tich\u00e1 reorganizace Evropsk\u00e9ho hospod\u00e1\u0159sk\u00e9ho prostoru?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"die krimtataren &#8211; geschichte, herkunft und gegenwart eines vergessenen volkes\" data-id=\"4154\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"europa geopolitik krisen meinungsfreiheit\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/krymsti-tatari-historie-puvod-a-soucasnost-zapomenuteho-naroda\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Krym\u0161t\u00ed Tata\u0159i - historie, p\u016fvod a sou\u010dasnost zapomenut\u00e9ho n\u00e1roda<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Krymsko-tatarsk\u00e1 step\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/krymsti-tatari-historie-puvod-a-soucasnost-zapomenuteho-naroda\/\" rel=\"bookmark\">Krym\u0161t\u00ed Tata\u0159i - historie, p\u016fvod a sou\u010dasnost zapomenut\u00e9ho n\u00e1roda<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"deine meinung z\u00e4hlt &#8211; neue umfragen zu aktuellen themen\" data-id=\"3383\"  data-category=\"allgemein b\u00fccher gesellschaft\" data-post_tag=\"buch cmd erfahrungen gesundheit krisen meinungsfreiheit\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/vas-nazor-se-pocita-do-novych-pruzkumu-na-aktualni-temata\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">V\u00e1\u0161 n\u00e1zor se po\u010d\u00edt\u00e1 - Nov\u00e9 pr\u016fzkumy k aktu\u00e1ln\u00edm t\u00e9mat\u016fm<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Pr\u016fzkumy k aktu\u00e1ln\u00edm t\u00e9mat\u016fm\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/umfragen-aktuell.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/umfragen-aktuell.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/umfragen-aktuell-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/umfragen-aktuell-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/umfragen-aktuell-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/vas-nazor-se-pocita-do-novych-pruzkumu-na-aktualni-temata\/\" rel=\"bookmark\">V\u00e1\u0161 n\u00e1zor se po\u010d\u00edt\u00e1 - Nov\u00e9 pr\u016fzkumy k aktu\u00e1ln\u00edm t\u00e9mat\u016fm<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>\n<h2>\u010casto kladen\u00e9 ot\u00e1zky pro podnikatele<\/h2>\n<ol>\n<li><strong>Existuje ji\u017e ofici\u00e1ln\u00ed \u0161kolen\u00ed IHK povol\u00e1n\u00ed \"specialista na um\u011blou inteligenci\", kter\u00e9 mohu jednodu\u0161e inzerovat?<\/strong><br \/>\nV sou\u010dasn\u00e9 dob\u011b ne. Du\u00e1ln\u00ed syst\u00e9m pracuje z\u00e1m\u011brn\u011b pomalu a d\u016fkladn\u011b; nov\u00e9 profesn\u00ed p\u0159edpisy budou zavedeny a\u017e pot\u00e9, co se technologie v pr\u016fb\u011bhu let stabilizuj\u00ed. Praktickou cestou je dnes c\u00edlen\u011b roz\u0161i\u0159ovat st\u00e1vaj\u00edc\u00ed IT a digit\u00e1ln\u00ed profese ve spole\u010dnosti o praxi v oblasti AI, soub\u011b\u017en\u011b vyu\u017e\u00edvat dal\u0161\u00ed kvalifikace IHK a zakl\u00e1dat re\u00e1ln\u00e9 projekty AI. Ka\u017ed\u00fd, kdo to d\u011bl\u00e1, u\u017e vlastn\u011b \u0161kol\u00ed \u201especialisty na AI\u201c - i bez tohoto titulu.<\/li>\n<li><strong>Je pro mal\u00e9 a st\u0159edn\u00ed podniky lep\u0161\u00ed spol\u00e9hat se na cloudovou um\u011blou inteligenci, nebo vytvo\u0159it m\u00edstn\u00ed syst\u00e9my?<\/strong><br \/>\nOboj\u00ed m\u00e1 sv\u00e9 m\u00edsto, ale rovnov\u00e1ha z\u00e1vis\u00ed na va\u0161ich datech, procesech a rizikovosti. Cloudov\u00e1 um\u011bl\u00e1 inteligence je okam\u017eit\u011b v\u00fdkonn\u00e1 a sni\u017euje technick\u00e9 \u00fasil\u00ed, ale p\u0159in\u00e1\u0161\u00ed pr\u016fb\u011b\u017en\u00e9 n\u00e1klady a extern\u00ed zpracov\u00e1n\u00ed citliv\u00fdch dat. M\u00edstn\u00ed AI zpo\u010d\u00e1tku vy\u017eaduje v\u00edce pr\u00e1ce s nastaven\u00edm, ale poskytuje datovou suverenitu, kalkulovateln\u00e9 n\u00e1klady a mo\u017enost p\u0159izp\u016fsoben\u00ed. V praxi se osv\u011bd\u010duje hybridn\u00ed p\u0159\u00edstup: d\u016fv\u011brn\u00e1 data lok\u00e1ln\u011b, nekritick\u00e1 data v cloudu - a intern\u00ed odbornost, kter\u00e1 dok\u00e1\u017ee posoudit, kdy m\u00e1 kter\u00fd n\u00e1stroj smysl.<\/li>\n<li><strong>Kter\u00e9 st\u00e1vaj\u00edc\u00ed vzd\u011bl\u00e1vac\u00ed profese jsou vhodn\u00e9 pro p\u0159echod k UI, pokud ofici\u00e1ln\u00ed profese je\u0161t\u011b neexistuje?<\/strong><br \/>\nNejbl\u00ed\u017ee k tomu maj\u00ed IT specialist\u00e9 na anal\u00fdzu dat a proces\u016f a na v\u00fdvoj aplikac\u00ed, proto\u017ee datov\u00e1 logika, API, Python a syst\u00e9mov\u00e1 integrace jsou zde stejn\u011b st\u011b\u017eejn\u00edmi t\u00e9maty. Specialist\u00e9 na \u0159\u00edzen\u00ed digitalizace p\u0159in\u00e1\u0161ej\u00ed organiza\u010dn\u00ed most v oblasti \u0159\u00edzen\u00ed proces\u016f, dodr\u017eov\u00e1n\u00ed p\u0159edpis\u016f a projekt\u016f, technici elektronici IT syst\u00e9m\u016f jsou siln\u00ed v oblasti okrajov\u00fdch za\u0159\u00edzen\u00ed a infrastruktury a design\u00e9\u0159i digit\u00e1ln\u00edch m\u00e9di\u00ed st\u00e1le produktivn\u011bji vyu\u017e\u00edvaj\u00ed generativn\u00ed n\u00e1stroje. Rozhoduj\u00edc\u00ed je, \u017ee se do provozu zapojuj\u00ed skute\u010dn\u00e9 \u00fakoly AI, a ne jen m\u00f3dn\u00ed slova.<\/li>\n<li><strong>Jak mohu ve sv\u00e9 firm\u011b zav\u00e9st smyslupln\u00fd vzd\u011bl\u00e1vac\u00ed program, ani\u017e bych ochromil sv\u016fj podnik?<\/strong><br \/>\nP\u0159em\u00fd\u0161lejte v mal\u00fdch, efektivn\u00edch smy\u010dk\u00e1ch. Pevn\u00fd z\u00e1klad porozum\u011bn\u00ed dat\u016fm, z\u00e1klad\u016fm Pythonu a ochran\u011b dat vytv\u00e1\u0159\u00ed z\u00e1klad, prvn\u00ed skute\u010dn\u00fd miniprojekt ukotvuje znalosti v ka\u017edodenn\u00edm \u017eivot\u011b a pravideln\u00e1 kr\u00e1tk\u00e1 t\u00fdmov\u00e1 uk\u00e1zka zaji\u0161\u0165uje, \u017ee se v\u0161ichni u\u010d\u00ed za pochodu. Tato rutina je udr\u017eiteln\u011bj\u0161\u00ed ne\u017e velk\u00fd \"oh\u0148ostroj\", kter\u00fd po dvou t\u00fddnech vy\u0161um\u00ed. Dokumentace ze strany \u0161kolen\u00e9ho a pl\u00e1novan\u00e9 p\u0159ed\u00e1v\u00e1n\u00ed znalost\u00ed \u010din\u00ed odbornost nez\u00e1vislou na jednotlivc\u00edch.<\/li>\n<li><strong>Jak pozn\u00e1m, zda je certifikovan\u00fd kurz v\u011bcn\u00fd, nebo zda jde jen o prodejn\u00ed slogany?<\/strong><br \/>\nHloubka se projevuje praktick\u00fdm v\u00fdznamem, t\u00e9maty dat a samostatnou prac\u00ed na firemn\u00edch p\u0159\u00edpadech. Pokud jsou sou\u010d\u00e1st\u00ed v\u00fduky datov\u00e9 modelov\u00e1n\u00ed, metody vyhodnocov\u00e1n\u00ed, odolnost proti chyb\u00e1m, koncepty pr\u00e1v a rol\u00ed a konkr\u00e9tn\u00ed implementa\u010dn\u00ed projekt, m\u00e1 kurz obsah. Pokud jsou naopak nab\u00edzeny pouze pestr\u00e9 uk\u00e1zky n\u00e1stroj\u016f a seznamy podn\u011bt\u016f, je udr\u017eitelnost mal\u00e1. Dobr\u00fdm testem je ot\u00e1zka: <em>\u201eCo se v na\u0161\u00ed spole\u010dnosti zm\u011bn\u00ed t\u0159i m\u011bs\u00edce po dokon\u010den\u00ed - m\u011b\u0159iteln\u00e9 a zdokumentovan\u00e9?\u201c<\/em><\/li>\n<li><strong>Jak velk\u00fd rozpo\u010det je re\u00e1ln\u00fd, pokud chci v\u00e1\u017en\u011b pilotovat m\u00edstn\u00ed AI?<\/strong><br \/>\nJe rozumn\u00e9 po\u010d\u00edtat s jednor\u00e1zovou investic\u00ed do hardwaru pro solidn\u00ed pracovn\u00ed stanici nebo mal\u00fd server, n\u011bkolika pracovn\u00edmi dny na nastaven\u00ed a zpevn\u011bn\u00ed, jako\u017e i s \u010dasem na \u0161kolen\u00ed a po\u010d\u00e1te\u010dn\u00ed iterace. Provozn\u00ed n\u00e1klady jsou pak zvl\u00e1dnuteln\u00e9, proto\u017ee se neplat\u00ed \u017e\u00e1dn\u00e9 symbolick\u00e9 poplatky, ale je t\u0159eba v\u011bdom\u011b pl\u00e1novat \u00fadr\u017ebu, aktualizace a monitorov\u00e1n\u00ed. Nejv\u011bt\u0161\u00ed n\u00e1vratnost investice m\u00e1lokdy p\u0159in\u00e1\u0161\u00ed technologie, ale proces, kter\u00fd se d\u00edky AI stane znateln\u011b rychlej\u0161\u00edm, bezpe\u010dn\u011bj\u0161\u00edm nebo robustn\u011bj\u0161\u00edm.<\/li>\n<li><strong>Jak se mohu pr\u00e1vn\u011b a organiza\u010dn\u011b chr\u00e1nit, kdy\u017e st\u00e1\u017eist\u00e9 pracuj\u00ed s UI na firemn\u00edch datech?<\/strong><br \/>\nP\u0159ehlednost p\u0159ed rychlost\u00ed. Definujte v jednoduch\u00fdch z\u00e1sad\u00e1ch, kter\u00e1 data z\u016fst\u00e1vaj\u00ed lok\u00e1ln\u00ed, co je povoleno v cloudu, jak funguje protokolov\u00e1n\u00ed, verzov\u00e1n\u00ed a maz\u00e1n\u00ed a kdo vyd\u00e1v\u00e1 opr\u00e1vn\u011bn\u00ed. Pro\u0161kolte z\u00e1sady t\u00fdkaj\u00edc\u00ed se autorsk\u00fdch pr\u00e1v, ochrany dat a obchodn\u00edho tajemstv\u00ed a zakotv\u011bte je na kr\u00e1tk\u00e9m n\u00e1stupn\u00edm setk\u00e1n\u00ed. Tato pravidla nejsou pap\u00edrov\u00fdm tygrem, ale z\u00e1bradl\u00edm, kter\u00e9 umo\u017e\u0148uje \u010dinnost, ani\u017e by ji omezovalo.<\/li>\n<li><strong>Jak zabr\u00e1n\u00edm z\u00e1vislostem na jednotliv\u00fdch n\u00e1stroj\u00edch nebo poskytovatel\u00edch?<\/strong><br \/>\nZam\u011b\u0159te se na z\u00e1sady: Strukturovat data \u010dist\u011b, odd\u011blit rozhran\u00ed, vyhodnocovat v\u00fdsledky. Pokud je logika pochopena za provozu, m\u016f\u017eete m\u011bnit modely nebo poskytovatele, ani\u017e byste museli p\u0159estavovat d\u016fm. M\u011bjte v\u017edy p\u0159ipravenou lok\u00e1ln\u011b spustitelnou variantu, udr\u017eujte exportn\u00ed cesty pro data a v\u00fdzvy a dokumentujte rozhodnut\u00ed. Nez\u00e1vislost vych\u00e1z\u00ed z porozum\u011bn\u00ed - ne z marketingov\u00fdch slib\u016f.<\/li>\n<\/ol>\n<h2>\u010casto kladen\u00e9 ot\u00e1zky pro za\u010d\u00ednaj\u00edc\u00ed zam\u011bstnance<\/h2>\n<ol>\n<li><strong>Jsem absolvent \u0161koly a p\u0159em\u00fd\u0161l\u00edm, jestli m\u00e1m po\u010dkat, a\u017e bude existovat ofici\u00e1ln\u00ed povol\u00e1n\u00ed AI.<\/strong><br \/>\n\u010cek\u00e1n\u00ed nen\u00ed strategie. Ne\u017e bude vyd\u00e1n ofici\u00e1ln\u00ed titul, technologie ud\u011bl\u00e1 dal\u0161\u00ed skok. Za\u010dn\u011bte s t\u00edm, co je pot\u0159eba v\u0161ude: Z\u00e1klady Pythonu, \u010dist\u00e9 my\u0161len\u00ed v oblasti dat a cit pro procesy. Vytv\u00e1\u0159ejte mal\u00e9, hmatateln\u00e9 projekty, kter\u00e9 \u0159e\u0161\u00ed skute\u010dn\u00fd probl\u00e9m - to m\u00e1 v\u011bt\u0161\u00ed cenu ne\u017e jak\u00fdkoli velk\u00fd slib na pap\u00ed\u0159e.<\/li>\n<li><strong>Jak\u00e9 jsou nejlep\u0161\u00ed prvn\u00ed kroky, pokud chci za\u010d\u00edt bez p\u0159edchoz\u00edch znalost\u00ed?<\/strong><br \/>\nZa\u010dn\u011bte s jednoduchou \u00falohou z va\u0161eho prost\u0159ed\u00ed: klasifikujte texty, shr\u0148te vstupy, vy\u010dist\u011bte data, zadejte dotaz mal\u00e9mu lok\u00e1ln\u00edmu modelu. Stanovte si zvl\u00e1dnuteln\u00fd c\u00edl na \u010dtrn\u00e1ct dn\u00ed, zapi\u0161te si, co jste m\u011bli na mysli, co fungovalo a co ne, a v dal\u0161\u00edm kole se zlep\u0161ete. Toto v\u011bdom\u00e9 cvi\u010den\u00ed buduje rutinu - jako kdy\u017e se u\u010d\u00edte na n\u011bjak\u00fd n\u00e1stroj, jen s daty.<\/li>\n<li><strong>Pot\u0159ebuji nutn\u011b certifik\u00e1t, abych byl br\u00e1n v\u00e1\u017en\u011b?<\/strong><br \/>\nCertifik\u00e1t m\u016f\u017ee otev\u0159\u00edt dve\u0159e, ale nenahrad\u00ed podstatu v\u011bci. Pokud prok\u00e1\u017eete, \u017ee jste pochopili probl\u00e9m, uspo\u0159\u00e1dali data, vytvo\u0159ili skript a zdokumentovali p\u0159\u00ednos, budou v\u00e1s br\u00e1t v\u00e1\u017en\u011b - zejm\u00e9na v sektoru mal\u00fdch a st\u0159edn\u00edch podnik\u016f. Dobr\u00fd certifik\u00e1t tuto praxi dopl\u0148uje, nenahrazuje ji. Va\u0161e portfolio drobn\u00fdch \u0159e\u0161en\u00ed \u010dasto v\u00e1\u017e\u00ed v\u00edce ne\u017e jeden list pap\u00edru.<\/li>\n<li><strong>Jak m\u00e1m prezentovat sv\u00e9 dovednosti, kdy\u017e je\u0161t\u011b nem\u00e1m \u017e\u00e1dn\u00e9 odborn\u00e9 zku\u0161enosti?<\/strong><br \/>\nDokumentujte svou cestu za vzd\u011bl\u00e1n\u00edm hmatateln\u00fdm zp\u016fsobem. Mal\u00e1 slo\u017eka Git s \u00fahledn\u011b okomentovan\u00fdm k\u00f3dem, kr\u00e1tk\u00fd, srozumiteln\u00fd README, sn\u00edmek obrazovky s v\u00fdsledkem a dva odstavce s u\u010debn\u00edmi efekty jsou p\u0159esv\u011bd\u010div\u011bj\u0161\u00ed ne\u017e deset odkaz\u016f. Chyby a iterace mohou b\u00fdt viditeln\u00e9 na LinkedIn nebo na blogu - to ukazuje p\u0159\u00edstup a vysp\u011blost. Ti, kte\u0159\u00ed dok\u00e1\u017e\u00ed vyvodit z\u00e1v\u011bry z vlastn\u00edch ne\u00fasp\u011bch\u016f, se rychle stanou cenn\u00fdmi.<\/li>\n<li><strong>Je rozumn\u011bj\u0161\u00ed spol\u00e9hat se na cloudov\u00e9 n\u00e1stroje, nebo se u\u010dit lok\u00e1ln\u011b?<\/strong><br \/>\nOboj\u00ed se vyplat\u00ed - ale m\u00edstn\u00ed v\u00e1s nut\u00ed pochopit z\u00e1klady. Zprovozn\u011bn\u00ed mal\u00e9ho modelu na vlastn\u00edm po\u010d\u00edta\u010di v\u00e1s nau\u010d\u00ed v\u00edce o tokenizaci, kontextu, \u00falo\u017ei\u0161ti a limitech, ne\u017e kdy dok\u00e1\u017ee klikac\u00ed n\u00e1stroj. Cloudov\u00e9 n\u00e1stroje jsou skv\u011bl\u00e9 pro rychl\u00e9 dosa\u017een\u00ed efektu; lok\u00e1ln\u00ed cvi\u010den\u00ed zdokonal\u00ed va\u0161e technick\u00e9 z\u00e1klady. D\u00edky t\u00e9to kombinaci jste akceschopn\u00ed.<\/li>\n<li><strong>Kter\u00e9 m\u011bkk\u00e9 dovednosti jsou v tomto oboru skute\u010dn\u011b kl\u00ed\u010dov\u00e9?<\/strong><br \/>\nKlidn\u00e9 my\u0161len\u00ed, jasn\u00fd jazyk a odpov\u011bdnost. Ti, kte\u0159\u00ed srozumiteln\u011b vysv\u011btluj\u00ed slo\u017eit\u00e9 v\u011bci, objas\u0148uj\u00ed o\u010dek\u00e1v\u00e1n\u00ed, jasn\u011b dokumentuj\u00ed a kladou spr\u00e1vn\u00e9 ot\u00e1zky, se st\u00e1vaj\u00ed kl\u00ed\u010dov\u00fdmi postavami projekt\u016f AI. Technologie se daj\u00ed nau\u010dit, p\u0159\u00edstup a sv\u011bdomitost nikoli. Zejm\u00e9na v Evrop\u011b, kde je d\u016fle\u017eit\u00e1 kvalita a ochrana dat, nejsou tyto vlastnosti dopl\u0148kem, ale z\u00e1kladem.<\/li>\n<li><strong>Jak najdu spole\u010dnost, kter\u00e1 m\u011b v\u00e1\u017en\u011b podpo\u0159\u00ed ve sm\u011bru um\u011bl\u00e9 inteligence?<\/strong><br \/>\nHledejte spole\u010dnosti, kter\u00e9 dok\u00e1\u017e\u00ed pojmenovat konkr\u00e9tn\u00ed probl\u00e9my nam\u00edsto m\u00f3dn\u00edch slov. P\u0159i pohovoru p\u0159edstavte pragmatick\u00fd n\u00e1pad - nap\u0159\u00edklad mal\u00fd intern\u00ed chatbot zalo\u017een\u00fd na vlastn\u00edch dokumentech spole\u010dnosti - a nab\u00eddn\u011bte jeho vytvo\u0159en\u00ed jako vzd\u011bl\u00e1vac\u00edho projektu v\u010detn\u011b dokumentace. Spole\u010dnosti, kter\u00e9 na to reaguj\u00ed, obvykle podporuj\u00ed podstatu. Spole\u010dnosti, kter\u00e9 cht\u011bj\u00ed pouze leskl\u00e1 slova, m\u00e1lokdy dodaj\u00ed hloubku.<\/li>\n<li><strong>Jak z\u016fstat v obraze a neztratit se v koloto\u010di n\u00e1stroj\u016f?<\/strong><br \/>\nStanovte si osobn\u00ed rytmus: jednu pevnou hodinu t\u00fddn\u011b na z\u00e1kladn\u00ed v\u011bci, jednu na prob\u00edhaj\u00edc\u00ed miniprojekt a jednu na reflexi. M\u00e9n\u011b \u010dt\u011bte, v\u00edce tvo\u0159te. Pokud si uv\u011bdom\u00edte, \u017ee jen konzumujete, zat\u00e1hn\u011bte za \u0161\u0148\u016fru a stanovte si mal\u00fd c\u00edl, kter\u00fd do sedmi dn\u016f p\u0159inese v\u00fdsledky. D\u016fslednost v\u00edt\u011bz\u00ed nad humbukem - v\u017edycky to tak bylo a v\u017edycky bude, dokonce i v oblasti um\u011bl\u00e9 inteligence.<\/li>\n<\/ol>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-547 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-h-gutter: 10px;--dpt-v-gutter: 9px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-547 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Aktu\u00e1ln\u00ed \u010dl\u00e1nky o um\u011bn\u00ed a kultu\u0159e<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-547\" class=\"dpt-wrapper dpt-mag1 land1 dpt-cropped dpt-flex-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"spieltheorie erkl\u00e4rt 25 jahre geopolitik: wie europa seine strategische rolle verlor\" data-id=\"3850\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"denkmodelle deutschland energiepolitik eu-gesetze europa geopolitik krisen sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/teorie-her-vysvetluje-25-let-geopolitiky-jak-evropa-ztratila-svou-strategickou-roli\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Teorie her vysv\u011btluje 25 let geopolitiky: Jak Evropa ztratila svou strategickou roli<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"765\" class=\"attachment-full size-full\" alt=\"Teorie her vysv\u011btluje 25 let geopolitiky\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie-300x224.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie-768x574.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie-16x12.jpg 16w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/teorie-her-vysvetluje-25-let-geopolitiky-jak-evropa-ztratila-svou-strategickou-roli\/\" rel=\"bookmark\">Teorie her vysv\u011btluje 25 let geopolitiky: Jak Evropa ztratila svou strategickou roli<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"reichweite ist kein eigentum &#8211; warum sichtbarkeit heute nicht mehr ausreicht\" data-id=\"3994\"  data-category=\"allgemein filemaker &amp; erp gesellschaft kunst &amp; kultur\" data-post_tag=\"datenlogik datenschutz denkmodelle digitales eigentum erp-software\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/dosah-neni-vlastnictvim-proc-dnes-jiz-nestaci-viditelnost\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Dosah neznamen\u00e1 vlastnictv\u00ed - Pro\u010d dnes u\u017e nesta\u010d\u00ed jen viditelnost<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Dosah vs. vlastnictv\u00ed\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/dosah-neni-vlastnictvim-proc-dnes-jiz-nestaci-viditelnost\/\" rel=\"bookmark\">Dosah neznamen\u00e1 vlastnictv\u00ed - Pro\u010d dnes u\u017e nesta\u010d\u00ed jen viditelnost<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"apple im wandel: fr\u00fche ger\u00e4te, eigene erfahrungen und eine ausstellung im ocm\" data-id=\"5480\"  data-category=\"allgemein apple iphone &amp; 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kultur\" data-post_tag=\"denkmodelle deutschland europa geopolitik krisen meinungsfreiheit portrait sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/ulrike-guerot-evropsky-mezi-ideou-univerzity-a-verejnym-diskurzem\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Ulrike Gu\u00e9rot: Evropanka mezi my\u0161lenkou, univerzitou a ve\u0159ejn\u00fdm diskurzem<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Ulrike Gu\u00e9rot a Evropa\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/ulrike-guerot-evropsky-mezi-ideou-univerzity-a-verejnym-diskurzem\/\" rel=\"bookmark\">Ulrike Gu\u00e9rot: Evropanka mezi my\u0161lenkou, univerzitou a ve\u0159ejn\u00fdm diskurzem<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>","protected":false},"excerpt":{"rendered":"<p>Je\u0161t\u011b p\u0159ed n\u011bkolika lety byla um\u011bl\u00e1 inteligence t\u00e9matem pro v\u00fdzkumn\u00e9 instituce a velk\u00e9 korporace. Mluvilo se o neuronov\u00fdch s\u00edt\u00edch, hlubok\u00e9m u\u010den\u00ed a rozpozn\u00e1v\u00e1n\u00ed \u0159e\u010di - ale v b\u011b\u017en\u00e9m \u017eivot\u011b to t\u00e9m\u011b\u0159 nehr\u00e1lo roli. Dnes u\u017e um\u011bl\u00e1 inteligence nen\u00ed t\u00e9matem budoucnosti, ale realitou: p\u00ed\u0161e texty, vytv\u00e1\u0159\u00ed obr\u00e1zky, analyzuje data a \u0159\u00edd\u00ed v\u00fdrobn\u00ed procesy. A\u0165 u\u017e se jedn\u00e1 o administrativu, obchod nebo ... <a title=\"Ulrike Gu\u00e9rot: Evropanka mezi my\u0161lenkou, univerzitou a ve\u0159ejn\u00fdm diskurzem\" class=\"read-more\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/ulrike-guerot-evropsky-mezi-ideou-univerzity-a-verejnym-diskurzem\/\" aria-label=\"\u010c\u00edst v\u00edce o Ulrike Gu\u00e9rot: Evropanka mezi my\u0161lenkou, univerzitou a ve\u0159ejn\u00fdm diskurzem\">\u010c\u00edst d\u00e1l<\/a><\/p>","protected":false},"author":1,"featured_media":3126,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":82,"footnotes":""},"categories":[1,424,431,4],"tags":[425,440,443,444,471,433,434],"class_list":["post-3120","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-allgemein","category-buecher","category-ki-systeme","category-tipps-anleitungen","tag-buch","tag-datenbanken","tag-datenlogik","tag-denkmodelle","tag-kuenstliche-intelligenz","tag-llm","tag-sprachmodell"],"_links":{"self":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/3120","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/comments?post=3120"}],"version-history":[{"count":17,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/3120\/revisions"}],"predecessor-version":[{"id":3907,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/3120\/revisions\/3907"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media\/3126"}],"wp:attachment":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media?parent=3120"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/categories?post=3120"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/tags?post=3120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}