{"id":1043,"count":6,"description":"Online kurzy Strojov\u00e9 U\u010denie (Machine Learning) s\u00fa ur\u010den\u00e9 pre bud\u00facich a s\u00fa\u010dasn\u00fdch d\u00e1tov\u00fdch vedcov, d\u00e1tov\u00fdch analytikov, AI a ML \u0161pecialistov, Python program\u00e1torov, IT analytikov, v\u00fdskumn\u00edkov a \u010fal\u0161\u00edch z\u00e1ujemcov, ktor\u00ed chc\u00fa pochopi\u0165 princ\u00edpy strojov\u00e9ho u\u010denia a prakticky vytv\u00e1ra\u0165 vlastn\u00e9 modely. Nau\u010d\u00edte sa pracova\u0165 s d\u00e1tami, pripravova\u0165 ich na tr\u00e9novanie modelov, pou\u017e\u00edva\u0165 regresiu, klasifik\u00e1ciu a klastrovanie a vyu\u017e\u00edva\u0165 Python kni\u017enice Scikit-Learn, Keras a TensorFlow.\r\n\r\nZ\u00e1kladn\u00fdm kurzom kateg\u00f3rie je Strojov\u00e9 U\u010denie (Machine Learning ML)<\/a><\/strong>. Kurz v\u00e1s prevedie z\u00e1kladn\u00fdmi princ\u00edpmi strojov\u00e9ho u\u010denia, pr\u00e1cou s jazykom Python, d\u00e1tov\u00fdm \u010disten\u00edm, normaliz\u00e1ciou, valid\u00e1ciou a parsovan\u00edm d\u00e1t. Nau\u010d\u00edte sa pou\u017e\u00edva\u0165 kni\u017enicu Scikit-Learn, vytv\u00e1ra\u0165 regresn\u00e9 a klasifika\u010dn\u00e9 modely a pracova\u0165 s klastrovan\u00edm. S\u00fa\u010das\u0165ou s\u00fa line\u00e1rna a viacn\u00e1sobn\u00e1 regresia aj pokro\u010dilej\u0161ie modely Ridge, Lasso a ElasticNet.\r\n\r\nNa praktick\u00fa implement\u00e1ciu modelov v Pythone sa zameriava Kni\u017enica Scikit-Learn v Pythone<\/a><\/strong>. Nau\u010d\u00edte sa pripravi\u0165 a predspracova\u0165 d\u00e1ta, pou\u017e\u00edva\u0165 normaliz\u00e1ciu a valid\u00e1ciu, rozli\u0161ova\u0165 regresiu a klasifik\u00e1ciu a vytv\u00e1ra\u0165 modely pomocou jednej z najpou\u017e\u00edvanej\u0161\u00edch Python kni\u017en\u00edc pre Machine Learning. Kurz sa venuje aj klastrovaniu, pr\u00e1ci s datasety a regresn\u00fdm modelom Ridge, Lasso a ElasticNet.\r\n\r\nPokro\u010dilej\u0161iu oblas\u0165 strojov\u00e9ho u\u010denia predstavuje Neur\u00f3nov\u00e9 Siete Python Keras a TensorFlow<\/a><\/strong>. Kurz vysvet\u013euje princ\u00edpy neur\u00f3nov\u00fdch siet\u00ed a u\u010d\u00ed vytv\u00e1ra\u0165 a konfigurova\u0165 vlastn\u00e9 modely pomocou Pythonu, Keras a TensorFlow. Nau\u010d\u00edte sa pracova\u0165 s vrstvami a aktiva\u010dn\u00fdmi funkciami, tr\u00e9nova\u0165 modely, uklada\u0165 a op\u00e4tovne na\u010d\u00edtava\u0165 nau\u010den\u00e9 modely a pripravova\u0165 ich na \u010fal\u0161ie u\u010denie alebo nasadenie.\r\n\r\nPre \u00fapln\u00fdch za\u010diato\u010dn\u00edkov je vhodn\u00fd Jemn\u00fd \u00davod do Umelej Inteligencie (AI) a Strojov\u00e9ho U\u010denia (ML)<\/a><\/strong>. Kurz vysvet\u013euje z\u00e1kladn\u00e9 rozdiely medzi AI a ML, typy modelov, n\u00e1vrh jednoduch\u00e9ho AI\/ML projektu a v\u00fdznam d\u00e1t pri u\u010den\u00ed modelov. Nau\u010d\u00edte sa tie\u017e pracova\u0165 s parametrami tr\u00e9ningu, ako s\u00fa epochy, ve\u013ekos\u0165 d\u00e1vky (Batch Size) a r\u00fdchlos\u0165 u\u010denia (Learning Rate), a pochop\u00edte ich vplyv na presnos\u0165, stabilitu a v\u00fdkon modelu.\r\n\r\nStrojov\u00e9 u\u010denie sa vyu\u017e\u00edva pri predikcii, klasifik\u00e1cii, detekcii vzorov, segment\u00e1cii \u00fadajov, automatiz\u00e1cii rozhodovania, odpor\u00fa\u010dac\u00edch syst\u00e9moch, spracovan\u00ed obrazu a textu aj pri d\u00e1tovej analytike. Pri praktickej pr\u00e1ci sa prep\u00e1jaj\u00fa znalosti Pythonu, \u0161tatistiky, pr\u00edpravy d\u00e1t a algoritmov s kni\u017enicami ako Scikit-Learn, TensorFlow a Keras. Online kurzy Strojov\u00e9 U\u010denie (Machine Learning) v\u00e1s postupne preved\u00fa od z\u00e1kladn\u00fdch princ\u00edpov ML cez klasick\u00e9 modely a\u017e po tvorbu a tr\u00e9novanie neur\u00f3nov\u00fdch siet\u00ed.","link":"https:\/\/www.vita.sk\/en\/online-kurzy-strojove-ucenie-machine-learning\/","name":"Strojov\u00e9 U\u010denie (Machine Learning)","slug":"online-kurzy-strojove-ucenie-machine-learning","taxonomy":"product_cat","parent":588,"meta":[],"yoast_head":"\nStrojov\u00e9 U\u010denie (Machine Learning) | VITA<\/title>\n<meta name=\"description\" content=\"Online kurzy Strojov\u00e9 U\u010denie v\u00e1s nau\u010dia Machine Learning, Scikit-Learn, regresiu, klasifik\u00e1ciu, klastrovanie, Keras a TensorFlow. \u2705\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.vita.sk\/online-kurzy-strojove-ucenie-machine-learning\/\" \/>\n<meta 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