{"id":6620,"date":"2024-06-06T11:04:17","date_gmt":"2024-06-06T11:04:17","guid":{"rendered":"http:\/\/the-codest.localhost\/dictionary\/machine-learning\/"},"modified":"2024-06-06T11:04:17","modified_gmt":"2024-06-06T11:04:17","slug":"strojove-uceni","status":"publish","type":"dictionary","link":"https:\/\/thecodest.co\/cs\/dictionary\/machine-learning\/","title":{"rendered":"Machine Learning"},"content":{"rendered":"<h1>Machine Learning<\/h1>\n<p><a href=\"https:\/\/thecodest.co\/cs\/blog\/banks-go-high-tech-unravel-fraud-with-machine-learning\/\">Machine Learning<\/a> je podoblast\u00ed um\u011bl\u00e9 inteligence (<a href=\"https:\/\/thecodest.co\/cs\/blog\/the-rise-of-ai-in-the-baltics-discussion-on-estonia-latvia-and-lithuanias-tech-scene\/\">AI<\/a>), kter\u00e1 se zam\u011b\u0159uje na v\u00fdvoj algoritm\u016f a statistick\u00fdch model\u016f, kter\u00e9 umo\u017e\u0148uj\u00ed po\u010d\u00edta\u010dov\u00fdm syst\u00e9m\u016fm u\u010dit se a zlep\u0161ovat se na z\u00e1klad\u011b zku\u0161enost\u00ed bez explicitn\u00edho programov\u00e1n\u00ed. Zahrnuje pou\u017eit\u00ed slo\u017eit\u00fdch matematick\u00fdch a statistick\u00fdch technik k anal\u00fdze a interpretaci rozs\u00e1hl\u00fdch soubor\u016f dat, identifikaci vzorc\u016f a vytv\u00e1\u0159en\u00ed p\u0159edpov\u011bd\u00ed nebo rozhodnut\u00ed na z\u00e1klad\u011b t\u011bchto dat. <a href=\"https:\/\/thecodest.co\/cs\/blog\/app-data-collection-security-risks-value-and-types-explored\/\">data<\/a>.<\/p>\n<p>C\u00edlem Machine Learning je vytvo\u0159it inteligentn\u00ed syst\u00e9my, kter\u00e9 se mohou automaticky u\u010dit a zlep\u0161ovat na z\u00e1klad\u011b zku\u0161enost\u00ed bez z\u00e1sahu \u010dlov\u011bka. Toho je dosa\u017eeno tr\u00e9nov\u00e1n\u00edm syst\u00e9mu na velk\u00e9m mno\u017estv\u00ed dat, co\u017e mu umo\u017en\u00ed identifikovat vzorce a vztahy a n\u00e1sledn\u011b tyto znalosti vyu\u017e\u00edt k p\u0159edpov\u011bd\u00edm nebo rozhodnut\u00edm o nov\u00fdch datech.<\/p>\n<p>Machine Learning lze obecn\u011b rozd\u011blit do t\u0159\u00ed kategori\u00ed:<\/p>\n<ul>\n<li><b>U\u010den\u00ed pod dohledem:<\/b> Jedn\u00e1 se o pou\u017eit\u00ed ozna\u010den\u00fdch dat k tr\u00e9nov\u00e1n\u00ed modelu pro p\u0159edpov\u011bdi nebo rozhodnut\u00ed. Syst\u00e9mu jsou poskytnuta vstupn\u00ed data a odpov\u00eddaj\u00edc\u00ed v\u00fdstupn\u00ed data a syst\u00e9m se u\u010d\u00ed mapovat vstupn\u00ed data na v\u00fdstupn\u00ed pomoc\u00ed identifikace vzor\u016f a vztah\u016f v datech. P\u0159\u00edklady u\u010den\u00ed pod dohledem zahrnuj\u00ed rozpozn\u00e1v\u00e1n\u00ed obrazu, rozpozn\u00e1v\u00e1n\u00ed \u0159e\u010di a zpracov\u00e1n\u00ed p\u0159irozen\u00e9ho jazyka.<\/li>\n<li><b>U\u010den\u00ed bez dohledu:<\/b> Jedn\u00e1 se o pou\u017eit\u00ed neozna\u010den\u00fdch dat k tr\u00e9ninku modelu, kter\u00fd identifikuje vzory a vztahy v datech. Syst\u00e9mu jsou poskytnuta vstupn\u00ed data a on se u\u010d\u00ed seskupovat a shlukovat data na z\u00e1klad\u011b podobnost\u00ed a rozd\u00edl\u016f. Mezi p\u0159\u00edklady u\u010den\u00ed bez dohledu pat\u0159\u00ed shlukov\u00e1n\u00ed, detekce anom\u00e1li\u00ed a redukce dimenzionality.<\/li>\n<li><b>U\u010den\u00ed posilov\u00e1n\u00edm:<\/b> Jedn\u00e1 se o pou\u017eit\u00ed syst\u00e9mu zalo\u017een\u00e9ho na odm\u011bn\u00e1ch k tr\u00e9nov\u00e1n\u00ed modelu pro rozhodov\u00e1n\u00ed a prov\u00e1d\u011bn\u00ed akc\u00ed. Syst\u00e9m m\u00e1 k dispozici sadu mo\u017en\u00fdch akc\u00ed a funkci odm\u011bny a u\u010d\u00ed se maximalizovat odm\u011bnu t\u00edm, \u017ee v dan\u00e9 situaci prov\u00e1d\u00ed nejlep\u0161\u00ed mo\u017en\u00e9 akce. P\u0159\u00edkladem posilovac\u00edho u\u010den\u00ed je hran\u00ed her, robotika a autonomn\u00ed vozidla.<\/li>\n<\/ul>\n<p>Machine Learning m\u00e1 \u0161irokou \u0161k\u00e1lu aplikac\u00ed v r\u016fzn\u00fdch pr\u016fmyslov\u00fdch odv\u011btv\u00edch, v\u010detn\u011b. <a href=\"https:\/\/thecodest.co\/cs\/blog\/healthcare-softwares-types-use-cases\/\">zdravotn\u00ed p\u00e9\u010de<\/a>, <a href=\"https:\/\/thecodest.co\/cs\/blog\/top-technologies-used-in-european-fintech-development\/\">finance<\/a>, maloobchodn\u00ed prodej a <a href=\"https:\/\/thecodest.co\/cs\/dictionary\/manufacturing-software-development\/\">v\u00fdroba<\/a>. Slou\u017e\u00ed ke zlep\u0161en\u00ed z\u00e1kaznick\u00e9 zku\u0161enosti, optimalizaci obchodn\u00edch proces\u016f a k p\u0159esn\u011bj\u0161\u00edm p\u0159edpov\u011bd\u00edm a rozhodnut\u00edm.<\/p>\n<p>Celkov\u011b lze \u0159\u00edci, \u017ee Machine Learning je v\u00fdkonn\u00fd n\u00e1stroj, kter\u00fd m\u00e1 potenci\u00e1l zm\u011bnit zp\u016fsob, jak\u00fdm \u017eijeme a pracujeme. S rostouc\u00edm mno\u017estv\u00edm generovan\u00fdch dat bude v\u00fdznam technologie Machine Learning p\u0159i uvol\u0148ov\u00e1n\u00ed jej\u00edho potenci\u00e1lu jen nar\u016fstat.<\/p>","protected":false},"excerpt":{"rendered":"<p>Objevte s\u00edlu Machine Learning - podoboru um\u011bl\u00e9 inteligence, kter\u00fd umo\u017e\u0148uje po\u010d\u00edta\u010dov\u00fdm syst\u00e9m\u016fm u\u010dit se a zlep\u0161ovat na z\u00e1klad\u011b zku\u0161enost\u00ed bez explicitn\u00edho programov\u00e1n\u00ed.<\/p>","protected":false},"template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"class_list":["post-6620","dictionary","type-dictionary","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Machine Learning - The Codest<\/title>\n<meta name=\"description\" content=\"Discover the power of Machine Learning - 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