{"id":73216,"date":"2023-09-21T14:00:21","date_gmt":"2023-09-21T12:00:21","guid":{"rendered":"https:\/\/botland.com.pl\/blog\/tinyml-rewolucja-w-uczeniu-maszynowym-na-mikrokontrolerach\/"},"modified":"2026-04-08T11:05:50","modified_gmt":"2026-04-08T09:05:50","slug":"tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech","status":"publish","type":"post","link":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/","title":{"rendered":"TinyML: Revoluce ve strojov\u00e9m u\u010den\u00ed na mikrokontrol\u00e9rech"},"content":{"rendered":"<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u010cas \u010dten\u00ed:<\/span> <span class=\"rt-time\"> 5<\/span> <span class=\"rt-label rt-postfix\">min.<\/span><\/span>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"73216\" class=\"elementor elementor-73216 elementor-67159\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-36f8795a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"36f8795a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-540b18e2\" data-id=\"540b18e2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3c3938c elementor-widget elementor-widget-text-editor\" data-id=\"3c3938c\" data-element_type=\"widget\" data-e-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\t<p><strong>Um\u011bl\u00e1 inteligence, strojov\u00e9 u\u010den\u00ed, neuronov\u00e9 s\u00edt\u011b<\/strong> nebo <strong>velk\u00e9 jazykov\u00e9 modely<\/strong>. Tyto koncepty se objevuj\u00ed st\u00e1le \u010dast\u011bji. D\u00edky technologick\u00e9mu pokroku ji\u017e nejsou vyhrazeny jen n\u011bkolika specialist\u016fm a st\u00e1vaj\u00ed se \u0161iroce dostupn\u00e9 pro ka\u017ed\u00e9ho, kdo m\u00e1 p\u0159\u00edstup k internetu. <\/p>\n<p>K integraci <strong>strojov\u00e9ho u\u010den\u00ed<\/strong> &#8211; kl\u00ed\u010dov\u00e9 oblasti um\u011bl\u00e9 inteligence &#8211; do za\u0159\u00edzen\u00ed byl doned\u00e1vna zapot\u0159eb\u00ed zna\u010dn\u00fd v\u00fdpo\u010detn\u00ed v\u00fdkon. Ned\u00e1vn\u00e9 technologick\u00e9 trendy a v\u00fdvoj n\u00e1stroj\u016f &#8220;No-code&#8221;, kter\u00e9 umo\u017e\u0148uj\u00ed vytv\u00e1\u0159et aplikace bez psan\u00ed k\u00f3du, n\u00e1m v\u0161ak p\u0159inesly <strong>technologii TinyML<\/strong>. P\u0159in\u00e1\u0161\u00ed revoluci v p\u0159\u00edstupu ke strojov\u00e9mu u\u010den\u00ed p\u0159\u00edmo na za\u0159\u00edzen\u00ed, proto\u017ee umo\u017e\u0148uje zpracov\u00e1vat data p\u0159\u00edmo na m\u00edst\u011b bez nutnosti jejich odes\u00edl\u00e1n\u00ed do cloudu.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-566c845 elementor-widget elementor-widget-heading\" data-id=\"566c845\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Co je TinyML a pro\u010d by v\u00e1s m\u011bl zaj\u00edmat?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f7c098 elementor-widget elementor-widget-text-editor\" data-id=\"7f7c098\" data-element_type=\"widget\" data-e-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\t<p>Co p\u0159esn\u011b je <strong>TinyML<\/strong>? Jedn\u00e1 se o zkratku &#8220;tiny machine learning&#8221;, co\u017e je <strong>obor zam\u011b\u0159en\u00fd na provozov\u00e1n\u00ed model\u016f strojov\u00e9ho u\u010den\u00ed na mikrokontrol\u00e9rech a za\u0159\u00edzen\u00edch internetu v\u011bc\u00ed (IoT)<\/strong>. D\u00edky TinyML m\u00e1me nyn\u00ed mo\u017enost zpracov\u00e1vat data a rozhodovat se lok\u00e1ln\u011b, \u010d\u00edm\u017e odpad\u00e1 nutnost odes\u00edlat informace, nap\u0159\u00edklad ze senzor\u016f, na extern\u00ed servery.<\/p>\n<p>Modely pou\u017e\u00edvan\u00e9 v TinyML jsou optimalizov\u00e1ny z hlediska velikosti a v\u00fdkonu, tak\u017ee je lze provozovat i na m\u00e9n\u011b v\u00fdkonn\u00fdch \u010dipech a p\u0159itom st\u00e1le poskytuj\u00ed uspokojivou \u00farove\u0148 p\u0159esnosti.<\/p>\n<p>S rostouc\u00edm po\u010dtem za\u0159\u00edzen\u00ed internetu v\u011bc\u00ed a rostouc\u00edm d\u016frazem na ochranu soukrom\u00ed se TinyML st\u00e1v\u00e1 kl\u00ed\u010dov\u00fdm n\u00e1strojem. D\u00edky mo\u017enosti zpracov\u00e1vat data lok\u00e1ln\u011b neopou\u0161t\u011bj\u00ed citliv\u00e9 informace za\u0159\u00edzen\u00ed, co\u017e v\u00fdrazn\u011b zvy\u0161uje soukrom\u00ed u\u017eivatel\u016f. M\u00edstn\u00ed zpracov\u00e1n\u00ed dat nav\u00edc sni\u017euje latenci, sni\u017euje spot\u0159ebu energie a prodlu\u017euje \u017eivotnost bateri\u00ed na\u0161ich za\u0159\u00edzen\u00ed, co\u017e je z\u00e1sadn\u00ed pro za\u0159\u00edzen\u00ed internetu v\u011bc\u00ed, kter\u00e1 mus\u00ed autonomn\u011b fungovat po dlouhou dobu, nap\u0159\u00edklad n\u011bkolik let.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e746265 elementor-widget elementor-widget-heading\" data-id=\"e746265\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Kl\u00ed\u010dov\u00e9 technologie a knihovny ve sv\u011bt\u011b TinyML<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70cf4bb elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"70cf4bb\" data-element_type=\"widget\" data-e-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\t<p>TinyML se zam\u011b\u0159uje na spou\u0161t\u011bn\u00ed model\u016f strojov\u00e9ho u\u010den\u00ed na mikrokontrol\u00e9rech a dal\u0161\u00edch mal\u00fdch za\u0159\u00edzen\u00edch a vyu\u017e\u00edv\u00e1 \u0159adu specializovan\u00fdch knihoven a technologi\u00ed. Zde jsou n\u011bkter\u00e9 z nich:<\/p>\n<ul>\n<li><b>TensorFlow Lite for Microcontrollers<\/b>, zjednodu\u0161en\u00e1 verze TensorFlow Lite ur\u010den\u00e1 pro TensorFlow Lite pro mikrokontrol\u00e9ry. Umo\u017e\u0148uje spou\u0161t\u011bt modely strojov\u00e9ho u\u010den\u00ed na za\u0159\u00edzen\u00edch s velmi omezen\u00fdmi zdroji.<\/li>\n<li><b>Edge Impulse<\/b>, platforma, kter\u00e1 umo\u017e\u0148uje vytv\u00e1\u0159en\u00ed, tr\u00e9nov\u00e1n\u00ed a nasazen\u00ed model\u016f TinyML, zejm\u00e9na pro za\u0159\u00edzen\u00ed IoT. Edge Impulse poskytuje komplexn\u00ed n\u00e1stroje pro cel\u00fd proces.<\/li>\n<li><b>X-Cube-AI <\/b>je n\u00e1stroj od <a href=\"https:\/\/botland.cz\/vyrobce\/132-stmicroelectronics\" target=\"_blank\" rel=\"noopener\" data-wpel-link=\"internal\"><strong>STMicroelectronics<\/strong><\/a>, kter\u00fd umo\u017e\u0148uje p\u0159ev\u00e9st modely strojov\u00e9ho u\u010den\u00ed do optimalizovan\u00e9ho k\u00f3du C pro \u010dipy STM32.<\/li>\n<\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e314b94 elementor-widget elementor-widget-spacer\" data-id=\"e314b94\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-73172ba elementor-widget elementor-widget-image\" data-id=\"73172ba\" data-element_type=\"widget\" data-e-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\t\t\t\t\t\t\t\t<a href=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2023\/08\/ai-cloud-concept-with-robot-arm-scaled.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"ai-cloud-concept-with-robot-arm\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6Njc4MzcsInVybCI6Imh0dHBzOlwvXC9ib3RsYW5kLmN6XC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8wOFwvYWktY2xvdWQtY29uY2VwdC13aXRoLXJvYm90LWFybS1zY2FsZWQuanBnIn0%3D\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2023\/08\/ai-cloud-concept-with-robot-arm-1024x768.jpg\" class=\"attachment-large size-large wp-image-67837\" alt=\"\" srcset=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2023\/08\/ai-cloud-concept-with-robot-arm-1024x768.jpg 1024w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2023\/08\/ai-cloud-concept-with-robot-arm-300x225.jpg 300w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2023\/08\/ai-cloud-concept-with-robot-arm-768x576.jpg 768w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2023\/08\/ai-cloud-concept-with-robot-arm-1536x1152.jpg 1536w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2023\/08\/ai-cloud-concept-with-robot-arm-2048x1536.jpg 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7980e8 elementor-widget elementor-widget-spacer\" data-id=\"b7980e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e046cb0 elementor-widget elementor-widget-heading\" data-id=\"e046cb0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak vypad\u00e1 p\u0159\u00edprava modelu TinyML?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c11760c elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"c11760c\" data-element_type=\"widget\" data-e-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\t<p>P\u0159\u00edprava modelu TinyML je n\u011bkolikastup\u0148ov\u00fd proces, jeho\u017e c\u00edlem je p\u0159izp\u016fsobit, optimalizovat a implementovat model strojov\u00e9ho u\u010den\u00ed na mal\u00fdch mikrokontrol\u00e9rech s omezen\u00fdmi zdroji. Kroky tohoto procesu jsou pops\u00e1ny n\u00ed\u017ee:<\/p>\n<ol>\n<li><b>Sb\u011br dat<\/b>: Sb\u011br relevantn\u00edch dat ze senzor\u016f a dal\u0161\u00edch zdroj\u016f.<\/li>\n<li><b>Tr\u00e9nink modelu<\/b>: Vytvo\u0159en\u00ed a tr\u00e9nink jednoduch\u00e9ho modelu na standardn\u00edm vybaven\u00ed.<\/li>\n<li><b>Kvantifikace a optimalizace:<\/b> Sn\u00ed\u017een\u00ed p\u0159esnosti vah model\u016f a dal\u0161\u00ed optimaliza\u010dn\u00ed techniky.<\/li>\n<li><b>P\u0159evod modelu<\/b>: P\u0159evod modelu do form\u00e1tu vhodn\u00e9ho pro n\u00e1stroje TinyML.<\/li>\n<li><b>Testov\u00e1n\u00ed na za\u0159\u00edzen\u00ed<\/b> (hardware): Kontrola modelu na c\u00edlov\u00e9m mikrokontrol\u00e9ru.<\/li>\n<li><b>Integrace s aplikac\u00ed<\/b>: Propojen\u00ed modelu s c\u00edlov\u00fdm softwarem a hardwarem.<\/li>\n<li><b>Energetick\u00e1 optimalizace<\/b>: P\u0159izp\u016fsoben\u00ed modelu minim\u00e1ln\u00ed spot\u0159eb\u011b energie (pokud je vy\u017eadov\u00e1no).<\/li>\n<li><b>Nasazen\u00ed a aktualizace<\/b>: Instalace modelu do za\u0159\u00edzen\u00ed a proveden\u00ed p\u0159\u00edpadn\u00fdch aktualizac\u00ed.<\/li>\n<\/ol>\n<div> <\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4867df4 elementor-widget elementor-widget-spacer\" data-id=\"4867df4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9a8f75 elementor-widget elementor-widget-heading\" data-id=\"e9a8f75\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">V jak\u00fdch projektech m\u016f\u017eeme TinyML pou\u017e\u00edt?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d885936 elementor-widget elementor-widget-text-editor\" data-id=\"d885936\" data-element_type=\"widget\" data-e-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\t<p>Jakmile v\u00edme, co je TinyML a jak se modely vytv\u00e1\u0159ej\u00ed, m\u016f\u017eeme si polo\u017eit ot\u00e1zku, v jak\u00fdch aspektech m\u016f\u017eeme takov\u00e9 miniaturn\u00ed ML modely pou\u017e\u00edt. <\/p>\n<p><span style=\"font-size: 1rem;\">Jedn\u00edm z p\u0159\u00edklad\u016f je <b>detekce zvuk\u016f<\/b>, kdy pomoc\u00ed model\u016f TinyML m\u016f\u017eeme vytvo\u0159it syst\u00e9m detekce zvuk\u016f pro detekci popla\u0161n\u00fdch zvuk\u016f nebo identifikaci specifick\u00fdch zvuk\u016f v prost\u0159ed\u00ed, jako jsou zvuky pt\u00e1k\u016f nebo hmyzu, co\u017e m\u016f\u017ee b\u00fdt u\u017eite\u010dn\u00e9 pro biology. <\/span><\/p>\n<p>Dal\u0161\u00ed aplikac\u00ed by mohla b\u00fdt <b>detekce p\u00e1d\u016f<\/b>, u nositeln\u00fdch za\u0159\u00edzen\u00ed, jako jsou chytr\u00e9 hodinky, lze TinyML vyu\u017e\u00edt k detekci n\u00e1hl\u00fdch zm\u011bn pohybu, kter\u00e9 mohou znamenat p\u00e1d nebo autonehodu, a automaticky odeslat upozorn\u011bn\u00ed bl\u00edzk\u00fdm nebo z\u00e1chrann\u00e9 slu\u017eb\u011b.<\/p>\n<p><b>Rozpozn\u00e1v\u00e1n\u00ed obrazu<\/b> pomoc\u00ed model\u016f TinyML lze pou\u017e\u00edt nap\u0159\u00edklad k identifikaci zv\u00ed\u0159at ve fotografick\u00fdch pastech nebo ke sledov\u00e1n\u00ed napln\u011bn\u00ed odpadkov\u00fdch ko\u0161\u016f ve m\u011bstech, ale tak\u00e9 k identifikaci osob nebo rozpozn\u00e1v\u00e1n\u00ed zna\u010dek a symbol\u016f. <\/p>\n<p><span style=\"font-size: 1rem;\">Dal\u0161\u00edm p\u0159\u00edkladem je mo\u017enost <b>vybudov\u00e1n\u00ed inteligentn\u00ed dom\u00e1cnosti <\/b> zalo\u017een\u00e9 na modelech TinyML, kde syst\u00e9m bude schopen pomoci \u0159\u00eddit energii v dom\u00e1cnosti na z\u00e1klad\u011b u\u010den\u00ed se vzorc\u016f spot\u0159eby energie nebo automaticky upravovat parametry, jako je teplota a osv\u011btlen\u00ed, pro optimalizaci a zv\u00fd\u0161en\u00ed komfortu. <\/span><\/p>\n<p>Modely TinyML lze vyu\u017e\u00edt z hlediska vytv\u00e1\u0159en\u00ed <strong>SmartCity<\/strong>, kde jsou inteligentn\u00ed parkovi\u0161t\u011b, kter\u00e1 mohou monitorovat voln\u00e1 m\u00edsta a efektivn\u011bji informovat \u0159idi\u010de o voln\u00fdch parkovac\u00edch m\u00edstech. Mohou tak\u00e9 po\u010d\u00edtat nebo rozpozn\u00e1vat vozidla, co\u017e m\u016f\u017ee umo\u017enit optimalizaci semafor\u016f a v kone\u010dn\u00e9m d\u016fsledku p\u0159isp\u011bt ke zlep\u0161en\u00ed plynulosti dopravy. <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b668091 elementor-widget elementor-widget-image\" data-id=\"b668091\" data-element_type=\"widget\" data-e-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\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2023\/08\/automatic-recognition-software-analyzing-city-elements-scaled.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"automatic-recognition-software-analyzing-city-elements\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6Njc4NjgsInVybCI6Imh0dHBzOlwvXC9ib3RsYW5kLmN6XC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8wOFwvYXV0b21hdGljLXJlY29nbml0aW9uLXNvZnR3YXJlLWFuYWx5emluZy1jaXR5LWVsZW1lbnRzLXNjYWxlZC5qcGcifQ%3D%3D\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"618\" src=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2023\/08\/automatic-recognition-software-analyzing-city-elements-1024x791.jpg\" class=\"attachment-large size-large wp-image-67868\" alt=\"\" srcset=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2023\/08\/automatic-recognition-software-analyzing-city-elements-1024x791.jpg 1024w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2023\/08\/automatic-recognition-software-analyzing-city-elements-300x232.jpg 300w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2023\/08\/automatic-recognition-software-analyzing-city-elements-768x593.jpg 768w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2023\/08\/automatic-recognition-software-analyzing-city-elements-1536x1187.jpg 1536w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2023\/08\/automatic-recognition-software-analyzing-city-elements-2048x1583.jpg 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Rozpozn\u00e1v\u00e1n\u00ed vozidel a jejich po\u010d\u00edt\u00e1n\u00ed m\u016f\u017ee pomoci zlep\u0161it sv\u011btelnou signalizaci a zm\u00edrnit dopravn\u00ed z\u00e1cpy.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b55a10c elementor-widget elementor-widget-spacer\" data-id=\"b55a10c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c70a413 elementor-widget elementor-widget-heading\" data-id=\"c70a413\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak za\u010d\u00edt s TinyML? <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee258ad elementor-widget elementor-widget-text-editor\" data-id=\"ee258ad\" data-element_type=\"widget\" data-e-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\t<p>Pro za\u010d\u00e1tek pr\u00e1ce s TinyML je z\u00e1sadn\u00ed vybrat spr\u00e1vnou desku nebo modul pro efektivn\u00ed provoz model\u016f strojov\u00e9ho u\u010den\u00ed. Zde je n\u011bkolik obl\u00edben\u00fdch mo\u017enost\u00ed:<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-68455bd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"68455bd\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3524ffe\" data-id=\"3524ffe\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0de1e90 elementor-widget elementor-widget-image\" data-id=\"0de1e90\" data-element_type=\"widget\" data-e-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\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2024\/08\/22926_1_kwadrata.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"22926_1_kwadrata\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NzA3MDEsInVybCI6Imh0dHBzOlwvXC9ib3RsYW5kLmN6XC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wOFwvMjI5MjZfMV9rd2FkcmF0YS5qcGcifQ%3D%3D\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"562\" src=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/22926_1_kwadrata-1024x719.jpg\" class=\"attachment-large size-large wp-image-70701\" alt=\"\" srcset=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/22926_1_kwadrata-1024x719.jpg 1024w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/22926_1_kwadrata-300x211.jpg 300w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/22926_1_kwadrata-768x539.jpg 768w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/22926_1_kwadrata.jpg 1080w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"> Seeed Xiao ESP32-S3 Sense<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a032376 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"a032376\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/moduly-wifi-i-bt-esp32\/22926-seeed-xiao-esp32-s3-sense-zestaw-z-kamera-ov2640-wifibluetooth-seeedstudio-113991115.html\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">ZKONTROLUJTE! <\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\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-50 elementor-inner-column elementor-element elementor-element-0a44ed7\" data-id=\"0a44ed7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0a15314 elementor-widget elementor-widget-spacer\" data-id=\"0a15314\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f816226 elementor-widget elementor-widget-text-editor\" data-id=\"f816226\" data-element_type=\"widget\" data-e-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\t<p><a href=\"https:\/\/botland.cz\/moduly-wifi-a-bt-esp32\/22926-seeed-xiao-esp32-s3-sense-set-s-kamerou-ov2640-wifi-bluetooth-seeedstudio-113991115.html\" target=\"_blank\" rel=\"noopener\" data-wpel-link=\"internal\"><strong>Seeed Xiao ESP32-S3 Sense<\/strong><\/a> je sada sest\u00e1vaj\u00edc\u00ed ze dvou desek. Prvn\u00ed obsahuje \u010dip <strong>ESP32-S3<\/strong> s dvouj\u00e1drov\u00fdm 32bitov\u00fdm procesorem Xtensa LX7 s frekvenc\u00ed a\u017e 240 MHz. Druh\u00e1 obsahuje malou kameru <strong>OV2640<\/strong> s rozli\u0161en\u00edm 1600 \u00d7 1200 px a tak\u00e9 miniaturn\u00ed mikrofon.<\/p>\n<p>Takov\u00e1 sada bude dob\u0159e fungovat pro aplikace <strong>rozpozn\u00e1v\u00e1n\u00ed tvar\u016f, QR k\u00f3d\u016f<\/strong>. A d\u00edky mikrofonu m\u016f\u017eeme tak\u00e9 rozpozn\u00e1vat zvuky. <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-fde22e7 elementor-widget elementor-widget-spacer\" data-id=\"fde22e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-ace43ad elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ace43ad\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-07e7811\" data-id=\"07e7811\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-512b5a5 elementor-widget elementor-widget-text-editor\" data-id=\"512b5a5\" data-element_type=\"widget\" data-e-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\t<p>Z\u016fst\u00e1v\u00e1me v rodin\u011b modul\u016f XIAO od spole\u010dnosti Seeedstudio. <a href=\"https:\/\/botland.cz\/desky-kompatibilni-s-arduino-jine\/21259-seeed-xiao-ble-nrf52840-arduino-micropython-bluetooth-50-s-vestavenou-antenou-seeedstudio-102010448.html\" target=\"_blank\" rel=\"noopener\" data-wpel-link=\"internal\"><strong>Seeed Xiao BLE nRF52840 Sense<\/strong><\/a> je rovn\u011b\u017e miniaturn\u00ed modul (rozm\u011bry jsou pouh\u00fdch 21 x 17,5 mm). Tento mikrokontrol\u00e9r zalo\u017een\u00fd na j\u00e1d\u0159e <strong>ARM Cortex-M4<\/strong> m\u016f\u017ee pracovat na frekvenci a\u017e 64 MHz a poskytuje tak\u00e9 p\u0159ipojen\u00ed Bluetooth 5.0, NFC a Zigbee.<\/p>\n<p>D\u00edky tomu je vhodn\u00fd pro pou\u017eit\u00ed jako mal\u00fd ovlada\u010d v chytr\u00e9 dom\u00e1cnosti. Sou\u010d\u00e1st\u00ed desky byly tak\u00e9 senzory, \u0161estios\u00e1 IMU a digit\u00e1ln\u00ed mikrofon PDM. Za zm\u00ednku stoj\u00ed tak\u00e9 obvod pro nab\u00edjen\u00ed baterie <strong>BQ25101<\/strong>, kter\u00fd m\u016f\u017ee b\u00fdt velmi u\u017eite\u010dn\u00fd, pokud se rozhodnete tuto desku pou\u017e\u00edt v mobiln\u00edch aplikac\u00edch nap\u00e1jen\u00fdch z baterie.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\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-50 elementor-inner-column elementor-element elementor-element-9a5febc\" data-id=\"9a5febc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1e0f9b5 elementor-widget elementor-widget-image\" data-id=\"1e0f9b5\" data-element_type=\"widget\" data-e-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\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2024\/08\/21259_1_kwadrata.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"21259_1_kwadrata\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NzA3MDUsInVybCI6Imh0dHBzOlwvXC9ib3RsYW5kLmN6XC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wOFwvMjEyNTlfMV9rd2FkcmF0YS5qcGcifQ%3D%3D\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"563\" src=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/21259_1_kwadrata-1024x720.jpg\" class=\"attachment-large size-large wp-image-70705\" alt=\"\" srcset=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/21259_1_kwadrata-1024x720.jpg 1024w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/21259_1_kwadrata-300x211.jpg 300w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/21259_1_kwadrata-768x540.jpg 768w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/21259_1_kwadrata.jpg 1080w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Seeed Xiao nRF52840 Sense board.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-84f5a06 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"84f5a06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/botland.cz\/desky-kompatibilni-s-arduino-jine\/21259-seeed-xiao-ble-nrf52840-arduino-micropython-bluetooth-50-s-vestavenou-antenou-seeedstudio-102010448.html\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">POD\u00cdVEJTE SE NA<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-6872931 elementor-widget elementor-widget-spacer\" data-id=\"6872931\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-15fd631 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"15fd631\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-6781e7e\" data-id=\"6781e7e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a1c5f6a elementor-widget elementor-widget-image\" data-id=\"a1c5f6a\" data-element_type=\"widget\" data-e-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\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2024\/08\/16714_1_kwadrat-1.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"16714_1_kwadrat\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NzA3MDksInVybCI6Imh0dHBzOlwvXC9ib3RsYW5kLmN6XC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wOFwvMTY3MTRfMV9rd2FkcmF0LTEuanBnIn0%3D\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/16714_1_kwadrat-1-1024x1024.jpg\" class=\"attachment-large size-large wp-image-70709\" alt=\"\" srcset=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/16714_1_kwadrat-1-1024x1024.jpg 1024w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/16714_1_kwadrat-1-300x300.jpg 300w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/16714_1_kwadrat-1-768x768.jpg 768w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/16714_1_kwadrat-1.jpg 1080w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Wio Terminal - ATSAMD51 - RTL8720DN WiFi Bluetooth.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5566e8 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"a5566e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/botland.cz\/desky-kompatibilni-s-arduino-jine\/16714-wio-terminal-atsamd51-rtl8720dn-wifi-bluetooth-seeedstudio-102991299-5904422308711.html\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">POD\u00cdVEJTE SE NA<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\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-50 elementor-inner-column elementor-element elementor-element-6a4830a\" data-id=\"6a4830a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4f62849 elementor-widget elementor-widget-text-editor\" data-id=\"4f62849\" data-element_type=\"widget\" data-e-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\t<p>Pokud pro v\u00e1s naopak nejsou rozm\u011bry tak d\u016fle\u017eit\u00e9, ale pot\u0159ebujete modul s rozs\u00e1hl\u00fdmi senzorov\u00fdmi funkcemi, vyplat\u00ed se pod\u00edvat se na n\u00e1sleduj\u00edc\u00ed. <a href=\"https:\/\/botland.cz\/desky-kompatibilni-s-arduino-jine\/16714-wio-terminal-atsamd51-rtl8720dn-wifi-bluetooth-seeedstudio-102991299-5904422308711.html\" target=\"_blank\" rel=\"noopener\" data-wpel-link=\"internal\"><strong>Wio Terminal<\/strong><\/a>. Prvn\u00ed, co na tomto modulu vid\u00edme, je 2,4palcov\u00fd barevn\u00fd displej a mal\u00fd 5polohov\u00fd modr\u00fd joystick. Srdcem modulu je <strong>mikrokontrol\u00e9r ATSAMD51<\/strong> zalo\u017een\u00fd na j\u00e1d\u0159e <strong>Cortex-M4F<\/strong> a d\u00e1le \u010dip <strong>Realtek RTL8720DN<\/strong> zaji\u0161\u0165uj\u00edc\u00ed p\u0159ipojen\u00ed Bluetooth LE 5.0 a WiFi 2,4 GHz \/ 5 GHz. Krom\u011b toho m\u00e1me mnoho periferi\u00ed: senzor IMU, mikrofon, bzu\u010d\u00e1k, slot na kartu microSD, sv\u011bteln\u00fd senzor nebo infra\u010dervenou diodu 940 nm. A pokud by to nesta\u010dilo, m\u016f\u017eeme pomoc\u00ed dvou konektor\u016f kompatibiln\u00edch se syst\u00e9mem Grove p\u0159ipojit jeden z v\u00edce ne\u017e 300 dostupn\u00fdch modul\u016f t\u00e9to rodiny. To je jen obrovsk\u00fd rozsah mo\u017enost\u00ed! <\/p>\n<p><span style=\"font-size: 1rem;\">K desce lze zakoupit roz\u0161\u00ed\u0159en\u00ed: <\/span><\/p>\n<ul style=\"font-size: 16px; background-color: #ffffff;\">\n<li style=\"font-size: 16px;\"><a href=\"https:\/\/botland.cz\/desky-kompatibilni-s-arduino-jine\/16715-terminal-wio-prodlouzeni-napajene-z-baterie-viz-studio-103990564-5904422344931.html\" data-wpel-link=\"internal\">prodlou\u017een\u00ed s bateriov\u00fdm nap\u00e1jen\u00edm<\/a><\/li>\n<li style=\"font-size: 16px;\"><a href=\"https:\/\/botland.cz\/desky-kompatibilni-s-arduino-jine\/20122-wio-terminal-lorawan-lora-e5-rozsireni-gnss-868mhz-s-antenou-seeedstudio-114992728-5904422380250.html\" data-wpel-link=\"internal\">roz\u0161\u00ed\u0159en\u00ed LoRaWAN LoRa-E5, GNSS 868MHz s ant\u00e9nou <\/a><\/li>\n<\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee5f5f2 elementor-widget elementor-widget-spacer\" data-id=\"ee5f5f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-7ed16c8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7ed16c8\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-85e20f6\" data-id=\"85e20f6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a1e2860 elementor-widget elementor-widget-text-editor\" data-id=\"a1e2860\" data-element_type=\"widget\" data-e-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\t<p>Pokud se v\u0161ak zaj\u00edm\u00e1te o <strong>smart city<\/strong> nebo <strong>inteligentn\u00ed zem\u011bd\u011blstv\u00ed,<\/strong> stoj\u00ed za to se na za\u0159\u00edzen\u00ed pod\u00edvat. <span style=\"font-size: 1rem;\"><a href=\"https:\/\/botland.cz\/moduly-inteligentnich-kamer\/22126-sensecap-a1101-vision-ai-senzor-lorawan-seeedstudio-101990962.html\" target=\"_blank\" rel=\"noopener\" data-wpel-link=\"internal\"><strong>SenseCAP A1101<\/strong><\/a>. Za\u0159\u00edzen\u00ed \u0159ady <strong>SenceCAP<\/strong> je vybaveno fotoapar\u00e1tem s rozli\u0161en\u00edm 640 x 480 pixel\u016f a maxim\u00e1ln\u00ed rychlost\u00ed sn\u00edm\u00e1n\u00ed a\u017e 60 sn\u00edmk\u016f za sekundu.<\/span><\/p>\n<p><span style=\"font-size: 1rem;\"> Je vhodn\u00fd pro v\u0161echny aplikace vy\u017eaduj\u00edc\u00ed <strong>efektivn\u00ed rozpozn\u00e1v\u00e1n\u00ed nebo anal\u00fdzu obrazu<\/strong>. P\u0159\u00edklady aplikac\u00ed zahrnuj\u00ed <strong>detekci osob<\/strong> nebo <strong>rozpozn\u00e1v\u00e1n\u00ed analogov\u00fdch indik\u00e1tor\u016f<\/strong>, jako je plyn nebo elekt\u0159ina.<\/span><\/p>\n<p><span style=\"font-size: 1rem;\">Z\u00edskan\u00e9 v\u00fdsledky lze p\u0159en\u00e1\u0161et prost\u0159ednictv\u00edm s\u00edt\u011b <strong>LoRAWAN<\/strong>. Jednotka m\u00e1 kryt\u00ed <strong>IP66<\/strong> a m\u016f\u017ee pracovat p\u0159i <\/span>teplot\u00e1ch od <strong>-40 \u00b0C do 85 \u00b0C.<\/strong><\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\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-50 elementor-inner-column elementor-element elementor-element-8c7fc0b\" data-id=\"8c7fc0b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-145789e elementor-widget elementor-widget-image\" data-id=\"145789e\" data-element_type=\"widget\" data-e-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\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2024\/08\/22126_1_kwadrat-1.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"22126_1_kwadrat\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NzA3MTMsInVybCI6Imh0dHBzOlwvXC9ib3RsYW5kLmN6XC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wOFwvMjIxMjZfMV9rd2FkcmF0LTEuanBnIn0%3D\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/22126_1_kwadrat-1-1024x1024.jpg\" class=\"attachment-large size-large wp-image-70713\" alt=\"\" srcset=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/22126_1_kwadrat-1-1024x1024.jpg 1024w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/22126_1_kwadrat-1-300x300.jpg 300w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/22126_1_kwadrat-1-768x768.jpg 768w, https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/22126_1_kwadrat-1.jpg 1080w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">SenseCAP A1101 - Vision AI senzor - LoRaWAN.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7095ee8 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"7095ee8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/botland.cz\/moduly-inteligentnich-kamer\/22126-sensecap-a1101-vision-ai-senzor-lorawan-seeedstudio-101990962.html\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">POD\u00cdVEJTE SE NA<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-a73e369 elementor-widget elementor-widget-spacer\" data-id=\"a73e369\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46b4d36 elementor-widget elementor-widget-heading\" data-id=\"46b4d36\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Shrnut\u00ed<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53ba6ec elementor-widget elementor-widget-text-editor\" data-id=\"53ba6ec\" data-element_type=\"widget\" data-e-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\t<p><span style=\"font-size: 1rem;\">TinyML otev\u00edr\u00e1 zcela novou \u00e9ru ve sv\u011bt\u011b elektroniky a <strong>kombinuje s\u00edlu strojov\u00e9ho u\u010den\u00ed s mo\u017enostmi miniaturn\u00edch obvod\u016f a za\u0159\u00edzen\u00ed<\/strong>. D\u00edky t\u00e9to synergii m\u016f\u017eeme vytv\u00e1\u0159et inteligentn\u00ed \u0159e\u0161en\u00ed, kter\u00e1 byla d\u0159\u00edve pro mal\u00e1 energeticky \u00fasporn\u00e1 za\u0159\u00edzen\u00ed nedosa\u017eiteln\u00e1. S rozvojem technologie lze o\u010dek\u00e1vat st\u00e1le pokro\u010dilej\u0161\u00ed aplikace i v t\u011bch nejmen\u0161\u00edch form\u00e1tech. Tuto oblast se rozhodn\u011b vyplat\u00ed sledovat, proto\u017ee by v nadch\u00e1zej\u00edc\u00edch letech mohla p\u0159in\u00e9st revoluci v mnoha aspektech na\u0161eho ka\u017edodenn\u00edho \u017eivota. <strong>Za\u010dn\u011bme tedy experimentovat, u\u010dit se a b\u00fdt sou\u010d\u00e1st\u00ed t\u00e9to fascinuj\u00edc\u00ed cesty do zem\u011b TinyML<\/strong>.<\/span><\/p>\n<p>U\u017e d\u00e9le ne\u010dekejte! Sv\u011bt TinyML je pln\u00fd mo\u017enost\u00ed a se spr\u00e1vn\u00fdmi n\u00e1stroji a znalostmi v\u00e1m nic nebr\u00e1n\u00ed st\u00e1t se <strong>odborn\u00edkem<\/strong> v t\u00e9to oblasti. <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>A\u017e doned\u00e1vna byl k integraci strojov\u00e9ho u\u010den\u00ed &#8211; kl\u00ed\u010dov\u00e9 oblasti um\u011bl\u00e9 inteligence &#8211; do za\u0159\u00edzen\u00ed zapot\u0159eb\u00ed zna\u010dn\u00fd v\u00fdpo\u010detn\u00ed v\u00fdkon. Ned\u00e1vn\u00e9 technologick\u00e9 trendy a v\u00fdvoj n\u00e1stroj\u016f &#8220;No-code&#8221;, kter\u00e9 umo\u017e\u0148uj\u00ed vytv\u00e1\u0159et aplikace bez psan\u00ed k\u00f3du, n\u00e1m v\u0161ak p\u0159inesly technologii TinyML.<\/p>\n","protected":false},"author":15,"featured_media":70717,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[561,557],"tags":[],"class_list":["post-73216","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-programovani","category-zajimavosti"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>TinyML: Revoluce ve strojov\u00e9m u\u010den\u00ed na mikrokontrol\u00e9rech - Botland<\/title>\n<meta name=\"description\" content=\"A\u017e doned\u00e1vna byl k integraci strojov\u00e9ho u\u010den\u00ed - kl\u00ed\u010dov\u00e9 oblasti um\u011bl\u00e9 inteligence - do za\u0159\u00edzen\u00ed zapot\u0159eb\u00ed zna\u010dn\u00fd v\u00fdpo\u010detn\u00ed v\u00fdkon. Ned\u00e1vn\u00e9 technologick\u00e9 trendy a v\u00fdvoj n\u00e1stroj\u016f &quot;No-code&quot;, kter\u00e9 umo\u017e\u0148uj\u00ed vytv\u00e1\u0159et aplikace bez psan\u00ed k\u00f3du, n\u00e1m v\u0161ak p\u0159inesly technologii TinyML.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/\" \/>\n<meta property=\"og:locale\" content=\"cs_CZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"TinyML: Revoluce ve strojov\u00e9m u\u010den\u00ed na mikrokontrol\u00e9rech - Botland\" \/>\n<meta property=\"og:description\" content=\"A\u017e doned\u00e1vna byl k integraci strojov\u00e9ho u\u010den\u00ed - kl\u00ed\u010dov\u00e9 oblasti um\u011bl\u00e9 inteligence - do za\u0159\u00edzen\u00ed zapot\u0159eb\u00ed zna\u010dn\u00fd v\u00fdpo\u010detn\u00ed v\u00fdkon. Ned\u00e1vn\u00e9 technologick\u00e9 trendy a v\u00fdvoj n\u00e1stroj\u016f &quot;No-code&quot;, kter\u00e9 umo\u017e\u0148uj\u00ed vytv\u00e1\u0159et aplikace bez psan\u00ed k\u00f3du, n\u00e1m v\u0161ak p\u0159inesly technologii TinyML.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/\" \/>\n<meta property=\"og:site_name\" content=\"Botland\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/facebook.com\/Botland\/\" \/>\n<meta property=\"article:published_time\" content=\"2023-09-21T12:00:21+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-08T09:05:50+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/tinyml.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1510\" \/>\n\t<meta property=\"og:image:height\" content=\"755\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Patryk M\u0105dry\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Napsal(a)\" \/>\n\t<meta name=\"twitter:data1\" content=\"Patryk M\u0105dry\" \/>\n\t<meta name=\"twitter:label2\" content=\"Odhadovan\u00e1 doba \u010dten\u00ed\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minut\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/botland.cz\\\/blog\\\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/botland.cz\\\/blog\\\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\\\/\"},\"author\":{\"name\":\"Patryk M\u0105dry\",\"@id\":\"https:\\\/\\\/botland.store\\\/blog\\\/#\\\/schema\\\/person\\\/16bc05724863b2b0e3bda0a71e86b1c8\"},\"headline\":\"TinyML: Revoluce ve strojov\u00e9m u\u010den\u00ed na mikrokontrol\u00e9rech\",\"datePublished\":\"2023-09-21T12:00:21+00:00\",\"dateModified\":\"2026-04-08T09:05:50+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/botland.cz\\\/blog\\\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\\\/\"},\"wordCount\":1702,\"publisher\":{\"@id\":\"https:\\\/\\\/botland.store\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/botland.cz\\\/blog\\\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/botland.cz\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/tinyml.jpg\",\"articleSection\":[\"Programov\u00e1n\u00ed\",\"Zaj\u00edmavosti\"],\"inLanguage\":\"cs\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/botland.cz\\\/blog\\\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\\\/\",\"url\":\"https:\\\/\\\/botland.cz\\\/blog\\\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\\\/\",\"name\":\"TinyML: Revoluce ve strojov\u00e9m u\u010den\u00ed na mikrokontrol\u00e9rech - Botland\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/botland.store\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/botland.cz\\\/blog\\\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/botland.cz\\\/blog\\\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/botland.cz\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/tinyml.jpg\",\"datePublished\":\"2023-09-21T12:00:21+00:00\",\"dateModified\":\"2026-04-08T09:05:50+00:00\",\"description\":\"A\u017e doned\u00e1vna byl k integraci strojov\u00e9ho u\u010den\u00ed - kl\u00ed\u010dov\u00e9 oblasti um\u011bl\u00e9 inteligence - do za\u0159\u00edzen\u00ed zapot\u0159eb\u00ed zna\u010dn\u00fd v\u00fdpo\u010detn\u00ed v\u00fdkon. Ned\u00e1vn\u00e9 technologick\u00e9 trendy a v\u00fdvoj n\u00e1stroj\u016f \\\"No-code\\\", kter\u00e9 umo\u017e\u0148uj\u00ed vytv\u00e1\u0159et aplikace bez psan\u00ed k\u00f3du, n\u00e1m v\u0161ak p\u0159inesly technologii TinyML.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/botland.cz\\\/blog\\\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\\\/#breadcrumb\"},\"inLanguage\":\"cs\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/botland.cz\\\/blog\\\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"cs\",\"@id\":\"https:\\\/\\\/botland.cz\\\/blog\\\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\\\/#primaryimage\",\"url\":\"https:\\\/\\\/botland.cz\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/tinyml.jpg\",\"contentUrl\":\"https:\\\/\\\/botland.cz\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/tinyml.jpg\",\"width\":1510,\"height\":755,\"caption\":\"3D rendering artificial intelligence AI research of robot and cyborg development for future of people living. Digital data mining and machine learning technology design for computer brain.\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/botland.cz\\\/blog\\\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Strona g\u0142\u00f3wna\",\"item\":\"https:\\\/\\\/botland.cz\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"TinyML: Revoluce ve strojov\u00e9m u\u010den\u00ed na&nbsp;mikrokontrol\u00e9rech\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/botland.store\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/botland.store\\\/blog\\\/\",\"name\":\"Botland\",\"description\":\"Blog Raspberry Pi, Arduino, elektronika i robotyka - Botland\",\"publisher\":{\"@id\":\"https:\\\/\\\/botland.store\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/botland.store\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"cs\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/botland.store\\\/blog\\\/#organization\",\"name\":\"Botland\",\"url\":\"https:\\\/\\\/botland.store\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"cs\",\"@id\":\"https:\\\/\\\/botland.store\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/botland.store\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/04\\\/logo_kolor_WP_2-1.png\",\"contentUrl\":\"https:\\\/\\\/botland.store\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/04\\\/logo_kolor_WP_2-1.png\",\"width\":250,\"height\":57,\"caption\":\"Botland\"},\"image\":{\"@id\":\"https:\\\/\\\/botland.store\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/facebook.com\\\/Botland\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/botland.store\\\/blog\\\/#\\\/schema\\\/person\\\/16bc05724863b2b0e3bda0a71e86b1c8\",\"name\":\"Patryk M\u0105dry\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"cs\",\"@id\":\"https:\\\/\\\/botland.cz\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/02\\\/patryk-300x300.jpg\",\"url\":\"https:\\\/\\\/botland.cz\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/02\\\/patryk-300x300.jpg\",\"contentUrl\":\"https:\\\/\\\/botland.cz\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/02\\\/patryk-300x300.jpg\",\"caption\":\"Patryk M\u0105dry\"},\"description\":\"Patryk to nasz produkt menad\u017cer. Uko\u0144czy\u0142 kierunek Automatyka i Robotyka na wydziale Mechanicznym Politechniki Bia\u0142ostockiej. Interesuje si\u0119 nowinkami technologicznymi, robotyk\u0105 mobiln\u0105 oraz fotografi\u0105. Lubi napi\u0107 si\u0119 dobrej kawy.\",\"url\":\"https:\\\/\\\/botland.cz\\\/blog\\\/author\\\/patryk\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"TinyML: Revoluce ve strojov\u00e9m u\u010den\u00ed na mikrokontrol\u00e9rech - Botland","description":"A\u017e doned\u00e1vna byl k integraci strojov\u00e9ho u\u010den\u00ed - kl\u00ed\u010dov\u00e9 oblasti um\u011bl\u00e9 inteligence - do za\u0159\u00edzen\u00ed zapot\u0159eb\u00ed zna\u010dn\u00fd v\u00fdpo\u010detn\u00ed v\u00fdkon. Ned\u00e1vn\u00e9 technologick\u00e9 trendy a v\u00fdvoj n\u00e1stroj\u016f \"No-code\", kter\u00e9 umo\u017e\u0148uj\u00ed vytv\u00e1\u0159et aplikace bez psan\u00ed k\u00f3du, n\u00e1m v\u0161ak p\u0159inesly technologii TinyML.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/","og_locale":"cs_CZ","og_type":"article","og_title":"TinyML: Revoluce ve strojov\u00e9m u\u010den\u00ed na mikrokontrol\u00e9rech - Botland","og_description":"A\u017e doned\u00e1vna byl k integraci strojov\u00e9ho u\u010den\u00ed - kl\u00ed\u010dov\u00e9 oblasti um\u011bl\u00e9 inteligence - do za\u0159\u00edzen\u00ed zapot\u0159eb\u00ed zna\u010dn\u00fd v\u00fdpo\u010detn\u00ed v\u00fdkon. Ned\u00e1vn\u00e9 technologick\u00e9 trendy a v\u00fdvoj n\u00e1stroj\u016f \"No-code\", kter\u00e9 umo\u017e\u0148uj\u00ed vytv\u00e1\u0159et aplikace bez psan\u00ed k\u00f3du, n\u00e1m v\u0161ak p\u0159inesly technologii TinyML.","og_url":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/","og_site_name":"Botland","article_publisher":"https:\/\/facebook.com\/Botland\/","article_published_time":"2023-09-21T12:00:21+00:00","article_modified_time":"2026-04-08T09:05:50+00:00","og_image":[{"width":1510,"height":755,"url":"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/tinyml.jpg","type":"image\/jpeg"}],"author":"Patryk M\u0105dry","twitter_card":"summary_large_image","twitter_misc":{"Napsal(a)":"Patryk M\u0105dry","Odhadovan\u00e1 doba \u010dten\u00ed":"9 minut"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/#article","isPartOf":{"@id":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/"},"author":{"name":"Patryk M\u0105dry","@id":"https:\/\/botland.store\/blog\/#\/schema\/person\/16bc05724863b2b0e3bda0a71e86b1c8"},"headline":"TinyML: Revoluce ve strojov\u00e9m u\u010den\u00ed na mikrokontrol\u00e9rech","datePublished":"2023-09-21T12:00:21+00:00","dateModified":"2026-04-08T09:05:50+00:00","mainEntityOfPage":{"@id":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/"},"wordCount":1702,"publisher":{"@id":"https:\/\/botland.store\/blog\/#organization"},"image":{"@id":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/#primaryimage"},"thumbnailUrl":"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/tinyml.jpg","articleSection":["Programov\u00e1n\u00ed","Zaj\u00edmavosti"],"inLanguage":"cs"},{"@type":"WebPage","@id":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/","url":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/","name":"TinyML: Revoluce ve strojov\u00e9m u\u010den\u00ed na mikrokontrol\u00e9rech - Botland","isPartOf":{"@id":"https:\/\/botland.store\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/#primaryimage"},"image":{"@id":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/#primaryimage"},"thumbnailUrl":"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/tinyml.jpg","datePublished":"2023-09-21T12:00:21+00:00","dateModified":"2026-04-08T09:05:50+00:00","description":"A\u017e doned\u00e1vna byl k integraci strojov\u00e9ho u\u010den\u00ed - kl\u00ed\u010dov\u00e9 oblasti um\u011bl\u00e9 inteligence - do za\u0159\u00edzen\u00ed zapot\u0159eb\u00ed zna\u010dn\u00fd v\u00fdpo\u010detn\u00ed v\u00fdkon. Ned\u00e1vn\u00e9 technologick\u00e9 trendy a v\u00fdvoj n\u00e1stroj\u016f \"No-code\", kter\u00e9 umo\u017e\u0148uj\u00ed vytv\u00e1\u0159et aplikace bez psan\u00ed k\u00f3du, n\u00e1m v\u0161ak p\u0159inesly technologii TinyML.","breadcrumb":{"@id":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/#breadcrumb"},"inLanguage":"cs","potentialAction":[{"@type":"ReadAction","target":["https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/"]}]},{"@type":"ImageObject","inLanguage":"cs","@id":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/#primaryimage","url":"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/tinyml.jpg","contentUrl":"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/08\/tinyml.jpg","width":1510,"height":755,"caption":"3D rendering artificial intelligence AI research of robot and cyborg development for future of people living. Digital data mining and machine learning technology design for computer brain."},{"@type":"BreadcrumbList","@id":"https:\/\/botland.cz\/blog\/tinyml-revoluce-ve-strojovem-uceni-na-mikrokontrolerech\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Strona g\u0142\u00f3wna","item":"https:\/\/botland.cz\/blog\/"},{"@type":"ListItem","position":2,"name":"TinyML: Revoluce ve strojov\u00e9m u\u010den\u00ed na&nbsp;mikrokontrol\u00e9rech"}]},{"@type":"WebSite","@id":"https:\/\/botland.store\/blog\/#website","url":"https:\/\/botland.store\/blog\/","name":"Botland","description":"Blog Raspberry Pi, Arduino, elektronika i robotyka - Botland","publisher":{"@id":"https:\/\/botland.store\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/botland.store\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"cs"},{"@type":"Organization","@id":"https:\/\/botland.store\/blog\/#organization","name":"Botland","url":"https:\/\/botland.store\/blog\/","logo":{"@type":"ImageObject","inLanguage":"cs","@id":"https:\/\/botland.store\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/botland.store\/blog\/wp-content\/uploads\/2018\/04\/logo_kolor_WP_2-1.png","contentUrl":"https:\/\/botland.store\/blog\/wp-content\/uploads\/2018\/04\/logo_kolor_WP_2-1.png","width":250,"height":57,"caption":"Botland"},"image":{"@id":"https:\/\/botland.store\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/facebook.com\/Botland\/"]},{"@type":"Person","@id":"https:\/\/botland.store\/blog\/#\/schema\/person\/16bc05724863b2b0e3bda0a71e86b1c8","name":"Patryk M\u0105dry","image":{"@type":"ImageObject","inLanguage":"cs","@id":"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/02\/patryk-300x300.jpg","url":"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/02\/patryk-300x300.jpg","contentUrl":"https:\/\/botland.cz\/blog\/wp-content\/uploads\/2024\/02\/patryk-300x300.jpg","caption":"Patryk M\u0105dry"},"description":"Patryk to nasz produkt menad\u017cer. Uko\u0144czy\u0142 kierunek Automatyka i Robotyka na wydziale Mechanicznym Politechniki Bia\u0142ostockiej. Interesuje si\u0119 nowinkami technologicznymi, robotyk\u0105 mobiln\u0105 oraz fotografi\u0105. Lubi napi\u0107 si\u0119 dobrej kawy.","url":"https:\/\/botland.cz\/blog\/author\/patryk\/"}]}},"_links":{"self":[{"href":"https:\/\/botland.cz\/blog\/wp-json\/wp\/v2\/posts\/73216","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/botland.cz\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/botland.cz\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/botland.cz\/blog\/wp-json\/wp\/v2\/users\/15"}],"replies":[{"embeddable":true,"href":"https:\/\/botland.cz\/blog\/wp-json\/wp\/v2\/comments?post=73216"}],"version-history":[{"count":0,"href":"https:\/\/botland.cz\/blog\/wp-json\/wp\/v2\/posts\/73216\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/botland.cz\/blog\/wp-json\/wp\/v2\/media\/70717"}],"wp:attachment":[{"href":"https:\/\/botland.cz\/blog\/wp-json\/wp\/v2\/media?parent=73216"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/botland.cz\/blog\/wp-json\/wp\/v2\/categories?post=73216"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/botland.cz\/blog\/wp-json\/wp\/v2\/tags?post=73216"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}