{"id":22375,"date":"2024-10-24T17:12:53","date_gmt":"2024-10-24T15:12:53","guid":{"rendered":"https:\/\/www.vita.sk\/?post_type=product&#038;p=22375"},"modified":"2026-10-11T19:32:53","modified_gmt":"2026-10-11T17:32:53","slug":"online-kurz-strojove-ucenie-machine-learning-ml","status":"publish","type":"product","link":"https:\/\/www.vita.sk\/en\/online-kurz-strojove-ucenie-machine-learning-ml\/","title":{"rendered":"Online kurz Strojov\u00e9 U\u010denie (Machine Learning ML)"},"content":{"rendered":"<p>Online kurz Strojov\u00e9 U\u010denie (Machine Learning ML) je pre v\u00e1s ide\u00e1lny, ak u\u017e ovl\u00e1date z\u00e1klady Pythonu a chcete sa nau\u010di\u0165 pripravova\u0165 \u00fadaje, vytv\u00e1ra\u0165 predikt\u00edvne modely a porozumie\u0165 ich v\u00fdsledkom.<\/p>\n<p data-pm-slice=\"1 1 [&quot;ordered_list&quot;,{&quot;spread&quot;:false,&quot;startingNumber&quot;:1,&quot;start&quot;:8424,&quot;end&quot;:9243},&quot;regular_list_item&quot;,{&quot;start&quot;:8964,&quot;end&quot;:9055}]\">\u0160tudenti a absolventi technick\u00fdch alebo ekonomick\u00fdch odborov s program\u00e1torsk\u00fdmi z\u00e1kladmi<\/p>\n<p>\u00a0Spolo\u010dne si vysvetl\u00edme, ako sa modely u\u010dia z d\u00e1t a ak\u00e9 \u00falohy m\u00f4\u017eeme pomocou nich rie\u0161i\u0165. Nau\u010d\u00edme sa rozli\u0161ova\u0165 regresiu, klasifik\u00e1ciu a klastrovanie pod\u013ea toho, ak\u00fd v\u00fdsledok potrebujeme z\u00edska\u0165. Pri regresii odhadujeme \u010d\u00edseln\u00e9 hodnoty, pri klasifik\u00e1cii prira\u010fujeme kateg\u00f3rie a pri klastrovan\u00ed h\u013ead\u00e1me skupiny podobn\u00fdch z\u00e1znamov. Z\u00edskan\u00e9 poznatky vyu\u017eijete pri analytick\u00fdch projektoch, sk\u00faman\u00ed obchodn\u00fdch \u00fadajov aj vo v\u00fdskume. Kurz n\u00e1s prevedie od porozumenia vstupn\u00fdm d\u00e1tam k z\u00e1kladom praktick\u00e9ho modelovania.<\/p>\n<p>&nbsp;<\/p>\n<p>Pri pr\u00e1ci so strojov\u00fdm u\u010den\u00edm venujeme v\u00fdznamn\u00fa pozornos\u0165 \u010disteniu, valid\u00e1cii a predspracovaniu \u00fadajov. Precvi\u010d\u00edme si oper\u00e1cie s textov\u00fdmi re\u0165azcami, kolekciami a sekvenciami v Pythone. Vysvetl\u00edme si rozdiel medzi kontrolou spr\u00e1vnosti vstupov a \u00fapravou ich podoby. Nau\u010d\u00edme sa z\u00edskava\u0165 inform\u00e1cie parsovan\u00edm XML s\u00faborov, URL adries, logov a PDF dokumentov. N\u00e1sledne prejdeme ku kni\u017enici scikit-learn, ktor\u00e1 poskytuje n\u00e1stroje na pr\u00edpravu d\u00e1t a tvorbu modelov. Zozn\u00e1mime sa s princ\u00edpmi klastrovania a r\u00f4znymi typmi zhlukov. \u0164a\u017eiskom modelovania bude line\u00e1rna a viacn\u00e1sobn\u00e1 regresia, pri ktorej pracujeme s jednou alebo viacer\u00fdmi vstupn\u00fdmi premenn\u00fdmi. \u010ealej si predstav\u00edme Ridge, Lasso a ElasticNet a vysvetl\u00edme v\u00fdznam regulariz\u00e1cie pri obmedzovan\u00ed ve\u013ekosti koeficientov. Nau\u010d\u00edme sa prep\u00e1ja\u0165 v\u00fdber postupu s charakterom \u00fadajov a posudzova\u0165, \u010do n\u00e1m v\u00fdsledky hovoria o rie\u0161enej \u00falohe.<\/p>\n<p>&nbsp;<\/p>\n<p>Strojov\u00e9 u\u010denie m\u00f4\u017eete \u0161tudova\u0165 online, v sloven\u010dine a vlastn\u00fdm tempom. K dispoz\u00edcii m\u00e1te ro\u010dn\u00fd pr\u00edstup, materi\u00e1ly na stiahnutie, prezent\u00e1ciu a \u0165ah\u00e1ky, ktor\u00e9 vyu\u017eijete pri samostatnom precvi\u010dovan\u00ed. Pred za\u010diatkom odpor\u00fa\u010dame mierne pokro\u010dil\u00e9 znalosti Pythonu, z\u00e1klady objektovo orientovan\u00e9ho programovania a \u0161tatistiky. Praktick\u00e9 pr\u00edklady si m\u00f4\u017eete sp\u00fa\u0161\u0165a\u0165, upravova\u0165 vstupn\u00e9 \u00fadaje a porovn\u00e1va\u0165 z\u00edskan\u00e9 v\u00fdsledky. Pri programovan\u00ed vyu\u017eijete JetBrains Datalore alebo vlastn\u00e9 prostredie s potrebn\u00fdmi kni\u017enicami. K jednotliv\u00fdm lekci\u00e1m sa m\u00f4\u017eete po\u010das platnosti pr\u00edstupu vraca\u0165 pod\u013ea svojich potrieb. Z\u00edskate z\u00e1klad pre \u010fal\u0161ie \u0161t\u00fadium predikt\u00edvnej analytiky a samostatn\u00e9 experimentovanie s modelmi. Po \u00faspe\u0161nom absolvovan\u00ed z\u00edskate certifik\u00e1t VITA. Ak sa chcete skuto\u010dne nau\u010di\u0165 strojov\u00e9 u\u010denie v Pythone, pripravova\u0165 d\u00e1ta a pou\u017e\u00edva\u0165 regresn\u00e9 modely, tak toto je ide\u00e1lny vstupn\u00fd online kurz pre v\u00e1s.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Online kurz Strojov\u00e9 U\u010denie (Machine Learning ML) v\u00e1s nau\u010d\u00ed pripravova\u0165 a \u010disti\u0165 \u00fadaje v Pythone, pou\u017e\u00edva\u0165 kni\u017enicu scikit-learn a vytv\u00e1ra\u0165 regresn\u00e9 modely vr\u00e1tane Ridge, Lasso a ElasticNet. Zozn\u00e1mime sa aj s princ\u00edpmi klasifik\u00e1cie a klastrovania.","protected":false},"author":4,"featured_media":23644,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false},"product_brand":[],"product_cat":[106,1043,99,49,588],"product_tag":[1556,1557,212,609,1350,1352,1551,1552,1553,1554,1555],"class_list":{"0":"post-22375","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-online-kurzy-python","7":"product_cat-online-kurzy-strojove-ucenie-machine-learning","8":"product_cat-online-kurzy-programovacie-jazyky","9":"product_cat-online-kurzy-databazy-statistika-analytika","10":"product_cat-online-kurzy-umela-inteligencia-ai","11":"product_tag-predspracovanie-dat","12":"product_tag-prediktivne-modelovanie","13":"product_tag-python","14":"product_tag-ai","15":"product_tag-strojove-ucenie","16":"product_tag-scikit-learn","17":"product_tag-machine-learning","18":"product_tag-regresia","19":"product_tag-klasifikacia","20":"product_tag-klastrovanie","21":"product_tag-datove-cistenie","23":"first","24":"instock","25":"sale","26":"virtual","27":"sold-individually","28":"taxable","29":"purchasable","30":"product-type-simple"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.0 (Yoast SEO v25.0) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Online kurz Strojov\u00e9 U\u010denie (Machine Learning ML) | VITA<\/title>\n<meta name=\"description\" content=\"V online kurze Strojov\u00e9 u\u010denie (Machine Learning) sa nau\u010d\u00edte z\u00e1klady strojov\u00e9ho u\u010denia a anal\u00fdzy d\u00e1t. 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