{"id":2723,"date":"2020-12-18T12:30:17","date_gmt":"2020-12-18T11:30:17","guid":{"rendered":"https:\/\/movingfast.tech\/?p=2723"},"modified":"2021-01-19T13:53:03","modified_gmt":"2021-01-19T12:53:03","slug":"jak-zvladnout-prirozenou-inteligenci-tu-umelou","status":"publish","type":"post","link":"https:\/\/movingfast.tech\/cs\/jak-zvladnout-prirozenou-inteligenci-tu-umelou\/","title":{"rendered":"Jak zvl\u00e1dnout p\u0159irozenou inteligenc\u00ed tu um\u011blou"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2723\" class=\"elementor elementor-2723\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1aab48e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1aab48e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3ffcc99\" data-id=\"3ffcc99\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e53a858 elementor-widget elementor-widget-spacer\" data-id=\"e53a858\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-784d59e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"784d59e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-015136f\" data-id=\"015136f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-469bce7 elementor-widget elementor-widget-heading\" data-id=\"469bce7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak zvl\u00e1dnout p\u0159irozenou inteligenc\u00ed tu um\u011blou<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e64a526 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e64a526\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-be6b833\" data-id=\"be6b833\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e633856 elementor-widget elementor-widget-image\" data-id=\"e633856\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"700\" height=\"367\" src=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/machine_learning_meetup_cover.jpg\" class=\"attachment-full size-full wp-image-2643\" alt=\"Jak zvl\u00e1dnout p\u0159irozenou inteligenc\u00ed tu um\u011blou, machine learning meetup\" loading=\"lazy\" srcset=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/machine_learning_meetup_cover.jpg 700w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/machine_learning_meetup_cover-300x157.jpg 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-e80e856\" data-id=\"e80e856\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b5a8cb4 elementor-widget elementor-widget-text-editor\" data-id=\"b5a8cb4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p class=\"p1\">U\u010dit se, u\u010dit se, u\u010dit se plat\u00ed pro stroje mnohon\u00e1sobn\u011b v\u00edc, ne\u017e pro n\u00e1s lidi, ale je pr\u00e1v\u011b na lidech, jak jim to u\u010den\u00ed p\u016fjde. V sou\u010dasn\u00e9 dob\u011b se nejen v Silicon Valley prakticky nenajde spole\u010dnost, kter\u00e1 by netvrdila, \u017ee m\u00e1 pro Artificial Intelligence \u0159e\u0161en\u00ed, ale p\u0159i bli\u017e\u0161\u00edm zkoum\u00e1n\u00ed je ve skute\u010dnosti takov\u00fdch spole\u010dnost\u00ed jen p\u00e1r. Moving Fast se v r\u00e1mci sv\u00e9ho dal\u0161\u00edho setk\u00e1n\u00ed pod\u00edv\u00e1 na tento probl\u00e9m prost\u0159ednictv\u00edm t\u0159\u00ed \u0159e\u010dn\u00edk\u016f z pohledu v\u00fdzkumu Machine Learningu, jeho monitoringu a pou\u017eit\u00ed v praxi.<\/p><p>V\u00edce info na <a href=\"https:\/\/www.meetup.com\/MOVING-FAST\/events\/263834049\/\" target=\"_blank\" rel=\"noopener\">meetup.com<\/a><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-aac88b9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aac88b9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-91d2ece\" data-id=\"91d2ece\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a306b53 elementor-widget elementor-widget-text-editor\" data-id=\"a306b53\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><strong>\u0158E\u010cN\u00cdCI:<\/strong><br \/><br \/><strong>V\u00cdT LIST\u00cdK<\/strong><br \/>V\u00fdvoj\u00e1\u0159 nad\u0161en\u00fd do webov\u00fdch technologi\u00ed, machine learningu a DevOps. Aktu\u00e1ln\u011b pracuje v Seznam.cz, konkr\u00e9tn\u011b \u0159e\u0161\u00ed anti-spam pro email.cz a technologie pro intern\u00ed cloud. V anti-spamu se v\u011bnuje p\u0159ev\u00e1\u017en\u011b zpracov\u00e1n\u00ed obrazu za pou\u017eit\u00ed strojov\u00e9ho u\u010den\u00ed, co\u017e je i t\u00e9ma jeho Ph.D. studia.<br \/><br \/><strong>O \u010cEM BUDE MLUVIT?<\/strong><br \/>&#8211; Jak si zprovoznit v\u00fdvojov\u00e9 prost\u0159ed\u00ed pro strojov\u00e9 u\u010den\u00ed. Konkr\u00e9tn\u011bji za pou\u017eit\u00ed Tensorflow, Dockeru a Jupyteru.<br \/>&#8211; Jak si zjednodu\u0161it \u017eivot s frameworkem Keras.<br \/>&#8211; Jak vyu\u017e\u00edt p\u0159edtr\u00e9novan\u00e9 modely.<br \/>&#8211; Pro\u010d je lep\u0161\u00ed vyu\u017e\u00edvat k u\u010den\u00ed GPU.<br \/>&#8211; Co je to pipeline a jak\u00e9 kroky obsahuje.<br \/>&#8211; Kde z\u00edskat data.<br \/>&#8211; Jak se zlep\u0161ovat ve strojov\u00e9m u\u010den\u00ed.<br \/>&#8211; Jak dostat model do produk\u010dn\u00edho prost\u0159ed\u00ed a jak ho \u0161k\u00e1lovat.<\/p><p><strong>JAN GAURA<\/strong><br \/>Po ukon\u010den\u00ed Ph.D. pracuje jako odborn\u00fd asistent na Kated\u0159e informatiky FEI V\u0160B \u2013 TU Ostrava ve skupin\u011b anal\u00fdzy obrazu a po\u010d\u00edta\u010dov\u00e9 grafiky. Ve sv\u00e9 pr\u00e1ci se zab\u00fdv\u00e1 anal\u00fdzou obrazu, p\u0159ev\u00e1\u017en\u011b pak rozpozn\u00e1n\u00edm a klasifikac\u00ed objekt\u016f a sv\u00e9 znalosti p\u0159ed\u00e1v\u00e1 student\u016fm ve specializovan\u00fdch p\u0159edm\u011btech. K jeho obl\u00edben\u00fdm n\u00e1stroj\u016fm pat\u0159\u00ed jazyky C a Python a framework PyTorch pro machine learning.<br \/><br \/><strong>O \u010cEM BUDE MLUVIT?<\/strong><br \/>Machine learning pro zpracov\u00e1n\u00ed obrazu<br \/>Machine learning za\u017e\u00edv\u00e1 obrovsk\u00fd rozmach, tak se poj\u010fme pod\u00edvat, odkud se vzaly pojmy jako deep learning, konvolu\u010dn\u00ed neuronov\u00e9 s\u00edt\u011b, jak funguj\u00ed a v \u010dem n\u00e1m mohou pomoci. P\u0159edstav\u00edme si detekci objekt\u016f v obrazech pomoc\u00ed konvolu\u010dn\u00edch neuronov\u00fdch s\u00edt\u00ed s vyu\u017eit\u00edm frameworku PyTorch. Deep learning vy\u017eaduje velk\u00e9 mno\u017estv\u00ed dat pro u\u010den\u00ed, pod\u00edv\u00e1me se, jak si m\u016f\u017eeme \u010d\u00e1ste\u010dn\u011b usnadnit pr\u00e1ci vytv\u00e1\u0159en\u00edm dat pomoc\u00ed generativn\u00edch adversari\u00e1ln\u00edch s\u00edt\u00ed. Nakonec se sezn\u00e1m\u00edme s nejzaj\u00edmav\u011bj\u0161\u00edmi m\u00edsty internetu, kde je mo\u017en\u00e9 naj\u00edt informace pro to, abychom se machine learning dob\u0159e nau\u010dili nebo se jen inspirovali pro jeho dal\u0161\u00ed vyu\u017eit\u00ed.<br \/><br \/><strong>LUK\u00c1\u0160 REVAY<\/strong><br \/>Softwarov\u00fd in\u017een\u00fdr ve spole\u010dnosti CGI, kter\u00fd ob\u010das programuje v jave a c\/c++. O strojov\u00e9 u\u010den\u00ed se za\u010dal zaj\u00edmat hlavn\u011b kv\u016fli problematice monitorov\u00e1n\u00ed velk\u00fdch integrac\u00ed postaven\u00fdch na (mikro)slu\u017eb\u00e1ch. Sv\u00e9 znalosti programov\u00e1n\u00ed a strojov\u00e9ho u\u010den\u00ed chce nad\u00e1le prohlubovat a pou\u017e\u00edvat i v oblasti hejnov\u00e9 inteligence.<\/p><p><strong>O \u010cEM BUDE MLUVIT?<\/strong><br \/>&#8222;Monitorov\u00e1n\u00ed syst\u00e9mu strojov\u00fdm u\u010den\u00edm&#8220;<br \/>Monitorov\u00e1n\u00ed infrastruktury je pom\u011brn\u011b zn\u00e1m\u00e1 a prozkouman\u00e1 v\u011bc. Probl\u00e9my nenast\u00e1vaj\u00ed jen na \u00farovni hardwaru, ale i softwaru a i \u010dlov\u011bk dok\u00e1\u017ee v\u011bci p\u011bkn\u011b zkomplikovat, a\u0165 u\u017e nespr\u00e1vnou konfigurac\u00ed nebo chybami v implementaci. Abychom byli schopni toto v\u0161echno detekovat, je monitoring samoz\u0159ejmost\u00ed. V p\u0159\u00edpad\u011b dohledu \u010dlov\u011bka nen\u00ed mo\u017en\u00e9 v\u0161echno vyhodnotit spr\u00e1vn\u011b a v\u011bd\u011bt, kter\u00e9 vol\u00e1n\u00ed a procesy jsou, p\u0159\u00edpadn\u011b nejsou, spr\u00e1vn\u00e9. Proto jsme se rozhodli tuto \u010d\u00e1st problematiky \u0159e\u0161it prost\u0159ednictv\u00edm strojov\u00e9ho u\u010den\u00ed spolu s u\u017eivatelsk\u00fdm dohledem. Vyu\u017e\u00edv\u00e1me Markov\u016fv modelu, kter\u00fd je n\u00e1sledn\u011b pou\u017eit na predikci chov\u00e1n\u00ed syst\u00e9mu, a algoritmy jsou implementovan\u00e9 p\u0159ev\u00e1\u017en\u011b v R-ku, jejich\u017e distribuovan\u00e9 spu\u0161t\u011bn\u00ed prob\u00edh\u00e1 v prost\u0159ed\u00ed Sparku. Aby samotn\u00e9 strojov\u00e9 u\u010den\u00ed mohlo fungovat, mus\u00ed doj\u00edt k p\u0159edzpracov\u00e1n\u00ed a vyhodnocen\u00ed u\u017e normalizovan\u00fdch dat. Ot\u00e1zkou v\u0161ak v\u017edy z\u016fst\u00e1v\u00e1, na jak\u00fdch datech jsme schopn\u00ed stroje u\u010dit.<br \/><br \/><strong>MOVE FAST AND STAY IN!<\/strong><br \/><br \/><strong>SPOLUORGANIZ\u00c1TO\u0158I:<\/strong><br \/>&#8211; spole\u010dnost profiq<br \/>&#8211; GUG.cz &#8211; \u010cesk\u00e1 Google User Group<br \/><br \/><strong>PODPOROVATEL\u00c9:<\/strong><br \/>&#8211; Centrum podpory inovac\u00ed V\u0160B &#8211; TU Ostrava<br \/>&#8211; Moravskoslezsk\u00e9 inova\u010dn\u00ed centrum Ostrava<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2b95c86 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2b95c86\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-88142b9\" data-id=\"88142b9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-faa5a8b elementor-widget elementor-widget-spacer\" data-id=\"faa5a8b\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-677b731 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"677b731\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-594fbf0\" data-id=\"594fbf0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3fc8780 elementor-widget elementor-widget-image\" data-id=\"3fc8780\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"400\" height=\"400\" src=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/vit_listik.png\" class=\"attachment-full size-full wp-image-2661\" alt=\"V\u00edt List\u00edk, v\u00fdvoj\u00e1\u0159, Seznam.cz\" loading=\"lazy\" srcset=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/vit_listik.png 400w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/vit_listik-300x300.png 300w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/vit_listik-150x150.png 150w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/vit_listik-334x334.png 334w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/vit_listik-238x238.png 238w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">V\u00edt List\u00edk<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-b59f051\" data-id=\"b59f051\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-40caf56 elementor-widget elementor-widget-image\" data-id=\"40caf56\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"400\" height=\"400\" src=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/jan_gaura.png\" class=\"attachment-full size-full wp-image-2633\" alt=\"Jan Gaura, odborn\u00fd asistent na Kated\u0159e informatiky, FEI V\u0160B \u2013 TU Ostrava\" loading=\"lazy\" srcset=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/jan_gaura.png 400w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/jan_gaura-300x300.png 300w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/jan_gaura-150x150.png 150w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/jan_gaura-334x334.png 334w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/jan_gaura-238x238.png 238w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Jan Gaura<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-8b1ab0c\" data-id=\"8b1ab0c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ea7e716 elementor-widget elementor-widget-image\" data-id=\"ea7e716\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"400\" height=\"400\" src=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/lukas_revay.png\" class=\"attachment-full size-full wp-image-2641\" alt=\"Luk\u00e1\u0161 Revay, Software Engineer, CGI\" loading=\"lazy\" srcset=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/lukas_revay.png 400w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/lukas_revay-300x300.png 300w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/lukas_revay-150x150.png 150w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/lukas_revay-334x334.png 334w, https:\/\/movingfast.tech\/wp-content\/uploads\/2020\/12\/lukas_revay-238x238.png 238w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Luk\u00e1\u0161 Revay<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-93b913c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"93b913c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-77fe283\" data-id=\"77fe283\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-67711ce elementor-widget elementor-widget-spacer\" data-id=\"67711ce\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-da532be elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"da532be\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7077fbf\" data-id=\"7077fbf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b4e189d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b4e189d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-85dcb2c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"85dcb2c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-95235ac\" data-id=\"95235ac\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-53d69d4 elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"53d69d4\" data-element_type=\"widget\" data-settings=\"{&quot;pagination_type&quot;:&quot;numbers&quot;,&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_tablet&quot;:&quot;2&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-5110 post type-post status-publish format-standard has-post-thumbnail hentry category-meetupy-cs tag-startups-cs\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/movingfast.tech\/cs\/tech-inovace-a-investice-in-ostrava\/\" ><div class=\"elementor-post__thumbnail\"><img width=\"2402\" height=\"1288\" src=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2025\/04\/meetup_2025.png\" class=\"attachment-full size-full wp-image-5111\" alt=\"\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2025\/04\/meetup_2025.png 2402w, https:\/\/movingfast.tech\/wp-content\/uploads\/2025\/04\/meetup_2025-300x161.png 300w, https:\/\/movingfast.tech\/wp-content\/uploads\/2025\/04\/meetup_2025-1024x549.png 1024w, https:\/\/movingfast.tech\/wp-content\/uploads\/2025\/04\/meetup_2025-768x412.png 768w, https:\/\/movingfast.tech\/wp-content\/uploads\/2025\/04\/meetup_2025-1536x824.png 1536w, https:\/\/movingfast.tech\/wp-content\/uploads\/2025\/04\/meetup_2025-2048x1098.png 2048w\" sizes=\"(max-width: 2402px) 100vw, 2402px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/movingfast.tech\/cs\/tech-inovace-a-investice-in-ostrava\/\" >\n\t\t\t\tTech inovace &amp; investice: Made in Ostrava\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/movingfast.tech\/cs\/tech-inovace-a-investice-in-ostrava\/\" aria-label=\"Read more about Tech inovace &amp; investice: Made in Ostrava\" >\n\t\t\tV\u00edce \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-4997 post type-post status-publish format-standard has-post-thumbnail hentry category-meetupy-cs\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/movingfast.tech\/cs\/ty-ai-superdeveloper\/\" ><div class=\"elementor-post__thumbnail\"><img width=\"1200\" height=\"628\" src=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2024\/04\/24_03_PQ032024_meetup_1200x628px_v04.jpg\" class=\"attachment-full size-full wp-image-5011\" alt=\"\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2024\/04\/24_03_PQ032024_meetup_1200x628px_v04.jpg 1200w, https:\/\/movingfast.tech\/wp-content\/uploads\/2024\/04\/24_03_PQ032024_meetup_1200x628px_v04-300x157.jpg 300w, https:\/\/movingfast.tech\/wp-content\/uploads\/2024\/04\/24_03_PQ032024_meetup_1200x628px_v04-1024x536.jpg 1024w, https:\/\/movingfast.tech\/wp-content\/uploads\/2024\/04\/24_03_PQ032024_meetup_1200x628px_v04-768x402.jpg 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/movingfast.tech\/cs\/ty-ai-superdeveloper\/\" >\n\t\t\t\tTy + AI = superdeveloper\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/movingfast.tech\/cs\/ty-ai-superdeveloper\/\" aria-label=\"Read more about Ty + AI = superdeveloper\" >\n\t\t\tV\u00edce \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-4879 post type-post status-publish format-standard has-post-thumbnail hentry category-meetupy-cs\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/movingfast.tech\/cs\/kdyz-je-vyvoj-hrou-pocitacovou-hrou\/\" ><div class=\"elementor-post__thumbnail\"><img width=\"1200\" height=\"628\" src=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2023\/04\/23_03_PQ032023_meetup_1200x628px_v03b.jpg\" class=\"attachment-full size-full wp-image-4887\" alt=\"\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/movingfast.tech\/wp-content\/uploads\/2023\/04\/23_03_PQ032023_meetup_1200x628px_v03b.jpg 1200w, https:\/\/movingfast.tech\/wp-content\/uploads\/2023\/04\/23_03_PQ032023_meetup_1200x628px_v03b-300x157.jpg 300w, https:\/\/movingfast.tech\/wp-content\/uploads\/2023\/04\/23_03_PQ032023_meetup_1200x628px_v03b-1024x536.jpg 1024w, https:\/\/movingfast.tech\/wp-content\/uploads\/2023\/04\/23_03_PQ032023_meetup_1200x628px_v03b-768x402.jpg 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/movingfast.tech\/cs\/kdyz-je-vyvoj-hrou-pocitacovou-hrou\/\" >\n\t\t\t\tKdy\u017e je v\u00fdvoj hrou. Po\u010d\u00edta\u010dovou hrou.\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/movingfast.tech\/cs\/kdyz-je-vyvoj-hrou-pocitacovou-hrou\/\" aria-label=\"Read more about Kdy\u017e je v\u00fdvoj hrou. Po\u010d\u00edta\u010dovou hrou.\" >\n\t\t\tV\u00edce \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"e-load-more-anchor\" data-page=\"1\" data-max-page=\"5\" data-next-page=\"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/posts\/2723\/page\/2\/\"><\/div>\n\t\t\t\t<nav class=\"elementor-pagination\" aria-label=\"Pagination\">\n\t\t\t<span aria-current=\"page\" class=\"page-numbers current\"><span class=\"elementor-screen-only\">Page<\/span>1<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/posts\/2723\/page\/2\/\"><span class=\"elementor-screen-only\">Page<\/span>2<\/a>\n<a class=\"page-numbers\" href=\"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/posts\/2723\/page\/3\/\"><span class=\"elementor-screen-only\">Page<\/span>3<\/a>\n<a class=\"page-numbers\" href=\"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/posts\/2723\/page\/4\/\"><span class=\"elementor-screen-only\">Page<\/span>4<\/a>\n<a class=\"page-numbers\" href=\"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/posts\/2723\/page\/5\/\"><span class=\"elementor-screen-only\">Page<\/span>5<\/a>\t\t<\/nav>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-502b863 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"502b863\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c5485f3\" data-id=\"c5485f3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b0a0724 elementor-widget elementor-widget-spacer\" data-id=\"b0a0724\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Jak zvl\u00e1dnout p\u0159irozenou inteligenc\u00ed tu um\u011blou U\u010dit se, u\u010dit se, u\u010dit se plat\u00ed pro stroje mnohon\u00e1sobn\u011b v\u00edc, ne\u017e pro n\u00e1s lidi, ale je pr\u00e1v\u011b na<\/p>\n","protected":false},"author":4,"featured_media":2643,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_mi_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0},"categories":[131],"tags":[182,162,141,167,166,161,170,206,164],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/posts\/2723"}],"collection":[{"href":"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/comments?post=2723"}],"version-history":[{"count":17,"href":"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/posts\/2723\/revisions"}],"predecessor-version":[{"id":3362,"href":"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/posts\/2723\/revisions\/3362"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/media\/2643"}],"wp:attachment":[{"href":"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/media?parent=2723"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/categories?post=2723"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/movingfast.tech\/cs\/wp-json\/wp\/v2\/tags?post=2723"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}