{"id":25108,"date":"2021-07-02T08:00:08","date_gmt":"2021-07-02T06:00:08","guid":{"rendered":"https:\/\/botland.com.pl\/blog\/?p=25108"},"modified":"2023-05-24T10:02:00","modified_gmt":"2023-05-24T08:02:00","slug":"zbuduj-wlasna-sztuczna-inteligencje-z-arduino-tiny-machine-learning-kit-nano-33","status":"publish","type":"post","link":"https:\/\/botland.com.pl\/blog\/zbuduj-wlasna-sztuczna-inteligencje-z-arduino-tiny-machine-learning-kit-nano-33\/","title":{"rendered":"Zbuduj w\u0142asn\u0105 sztuczn\u0105 inteligencj\u0119 z Arduino Tiny Machine Learning Kit Nano 33"},"content":{"rendered":"<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Czas czytania:<\/span> <span class=\"rt-time\"> 8<\/span> <span class=\"rt-label rt-postfix\">min.<\/span><\/span>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"25108\" class=\"elementor elementor-25108\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b2c5cf4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b2c5cf4\" 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-00309bd\" data-id=\"00309bd\" 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-254769c elementor-widget elementor-widget-text-editor\" data-id=\"254769c\" 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><b>Harvard University utrzymuje pierwsze miejsce w Shanghai Ranking &#8211; \u015bwiatowym rankingu uniwersytet\u00f3w i uczelni wy\u017cszych \u015bwiata. Trudno o lepsz\u0105 rekomendacj\u0119 ni\u017c wskazanie na ten przywilej. Prezentowany zestaw Arduino Machine Learning Kit to absolutna podstawa p\u0142atnych kurs\u00f3w HarvardX, dzi\u0119ki kt\u00f3rym mo\u017cna uzyska\u0107 certyfikat TinyML i ruszy\u0107 z uczeniem maszynowym na powa\u017cnie.\u00a0<\/b><\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c6fb57a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c6fb57a\" 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-dffc558\" data-id=\"dffc558\" 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-652c32f elementor-widget elementor-widget-heading\" data-id=\"652c32f\" 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\">TinyML - wprowadzenie<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b915814 elementor-widget elementor-widget-text-editor\" data-id=\"b915814\" 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>Wykorzystanie TinyML (Tiny Machine Learning) w zastosowaniach edukacyjnych, badawczych i konsumenckich da\u0142o wspania\u0142e skutki. I tak te\u017c jeden z kurs\u00f3w, Deploying TinyML, mo\u017cna okre\u015bli\u0107 jako mieszank\u0119 informatyki i in\u017cynierii elektrycznej. Harvard University uczy dzi\u0119ki nim programowa\u0107 mikrokontrolery i wdra\u017ca\u0107 dla nich w\u0142asny kod w TensorFlow Lite. Pozwalaj\u0105 na zdobycie praktycznego do\u015bwiadczenia z systemami wbudowanymi, uzyskanie gruntownego przeszkolenia z zakresu uczenia maszynowego w og\u00f3le i wreszcie wdro\u017cenie takich zastosowa\u0144\u00a0 jak rozpoznawanie g\u0142osu, d\u017awi\u0119ku i gest\u00f3w. Sam kurs mo\u017cna nawet podj\u0105\u0107 online z platform\u0105 edX &#8211; wi\u0119cej <b><a href=\"https:\/\/online-learning.harvard.edu\/course\/deploying-tinyml?delta=0\" data-wpel-link=\"external\" target=\"_blank\" rel=\"nofollow external noopener noreferrer\">na witrynie Harvard University<\/a><\/b>.\u00a0Wed\u0142ug opisu kursu wym\u00f3g zaanga\u017cowania to 2 do 4 godzin tygodniowo, a tempo nauki mo\u017cemy dobra\u0107 odpowiednie dla siebie.\u00a0<\/p>\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-a5a9059 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a5a9059\" 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-172b4bb\" data-id=\"172b4bb\" 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-8533ba3 elementor-widget elementor-widget-image\" data-id=\"8533ba3\" 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<img fetchpriority=\"high\" decoding=\"async\" width=\"209\" height=\"300\" src=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/arduino-ksiazka-209x300.jpg\" class=\"attachment-medium size-medium wp-image-25113\" alt=\"\" srcset=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/arduino-ksiazka-209x300.jpg 209w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/arduino-ksiazka.jpg 295w\" sizes=\"(max-width: 209px) 100vw, 209px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Ksi\u0105\u017cki o mikrokontrolerach<\/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-2bcbd9e1 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"2bcbd9e1\" 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.com.pl\/492-ksiazki-o-mikrokontrolerach\" target=\"_blank\" 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\">SPRAWD\u0179<\/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-de6d52d\" data-id=\"de6d52d\" 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-5abe531 elementor-grid-1 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-posts--show-avatar elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"5abe531\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;cards_columns&quot;:&quot;1&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\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-2748 post type-post status-publish format-standard has-post-thumbnail hentry category-kompendium\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/botland.com.pl\/blog\/mikrokontroler-jak-to-dziala\/\" tabindex=\"-1\" data-wpel-link=\"internal\"><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"768\" height=\"384\" src=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2023\/05\/new2023-wszystkie_mikrokontroler-768x384.jpg\" class=\"attachment-medium_large size-medium_large wp-image-60241\" alt=\"\" srcset=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2023\/05\/new2023-wszystkie_mikrokontroler-768x384.jpg 768w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2023\/05\/new2023-wszystkie_mikrokontroler-300x150.jpg 300w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2023\/05\/new2023-wszystkie_mikrokontroler-1024x512.jpg 1024w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2023\/05\/new2023-wszystkie_mikrokontroler.jpg 1510w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/div><\/a>\n\t\t<div class=\"termsbagdes\">\t\t\t\t\t<a class=\"post-bage-link\" href=\"\/blog\/category\/kompendium\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t<div class=\"elementor-post__badge\" style=\"background-color: \">Kompendium<\/div>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img data-del=\"avatar\" alt=\"Grzegorz Galuba\" src='https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2019\/03\/logo_kolor_WP_3-1-150x150.png' class='avatar pp-user-avatar avatar-128 photo ' height='128' width='128'\/>\t\t<\/div>\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:\/\/botland.com.pl\/blog\/mikrokontroler-jak-to-dziala\/\" data-wpel-link=\"internal\">\n\t\t\t\tMikrokontroler &#8211; Jak to dzia\u0142a?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/botland.com.pl\/blog\/mikrokontroler-jak-to-dziala\/\" aria-label=\"Read more about Mikrokontroler &#8211; Jak to dzia\u0142a?\" tabindex=\"-1\" data-wpel-link=\"internal\">\n\t\t\tCzytaj wi\u0119cej \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\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-50cbbfc elementor-widget elementor-widget-spacer\" data-id=\"50cbbfc\" 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-6b58e3a elementor-widget elementor-widget-text-editor\" data-id=\"6b58e3a\" 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 jest jednym z najszybciej rozwijaj\u0105cych si\u0119 obszar\u00f3w g\u0142\u0119bokiego uczenia i cieszy przede wszystkim fakt, \u017ce szybko staje si\u0119 coraz bardziej dost\u0119pny (i przyst\u0119pny).\u00a0\u00a0<span style=\"font-size: 1rem;\">Poza tym warto wspomnie\u0107, \u017ce sieci g\u0142\u0119bokiego uczenia staj\u0105 si\u0119 coraz mniejsze. Znaaacznie mniejsze. Zesp\u00f3\u0142 Google Assistant potrafi wykrywa\u0107 s\u0142owa za pomoc\u0105 modelu o rozmiarze zaledwie 14 kilobajt\u00f3w &#8211; na tyle ma\u0142ego, \u017ce mo\u017cna go uruchomi\u0107 w\u0142a\u015bnie na <b><a href=\"https:\/\/botland.com.pl\/22-mikrokontrolery\" data-wpel-link=\"internal\">mikrokontrolerze<\/a><\/b>. Szkoda, \u017ce jeszcze musimy poczeka\u0107 na przet\u0142umaczenie takich pozycji jak\u00a0<\/span><i style=\"font-size: 1rem;\">Tinyml: Machine Learning with Tensorflow Lite on Arduino and Ultra-Low-Power Microcontrollers<\/i><span style=\"font-size: 1rem;\">\u00a0Pete&#8217;a Wardena i Daniela Situnayake. Trzymamy r\u0119k\u0119 na pulsie i b\u0119dziemy informowa\u0107.\u00a0<\/span><\/p><p>\u00a0<\/p>\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-9fe4310 elementor-widget elementor-widget-heading\" data-id=\"9fe4310\" 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\">W swoim miejscu, we w\u0142asnym tempie.<br>Zestaw Arduino Machine Learning Kit<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ef7c98 elementor-widget elementor-widget-text-editor\" data-id=\"9ef7c98\" 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>Sercem zestawu jest p\u0142ytk\u0105 Arduino Nano 33 BLE Sense zbudowana na bazie modu\u0142u NINA B306 i z procesorem Nordic nRF52840 (uk\u0142ad Cortex M4F). Jej architektura jest w pe\u0142ni kompatybilna z <b><a href=\"https:\/\/botland.com.pl\/234-arduino\" data-wpel-link=\"internal\">Arduino <\/a><\/b>IDE w wariantach obs\u0142ugi online i offline. Posiada na pok\u0142adzie czujniki temperatury, ci\u015bnienia, wilgotno\u015bci, \u015bwiat\u0142a, koloru, a nawet gest\u00f3w. Dost\u0119pny jest nawet mikrofon, kt\u00f3ry mo\u017ce by\u0107 zarz\u0105dzany przez wyspecjalizowane biblioteki.<\/p>\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-264931e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"264931e\" 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-eb537ad\" data-id=\"eb537ad\" 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-92fdd7b elementor-widget elementor-widget-image\" data-id=\"92fdd7b\" 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<img decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/arduino-tiny-machine-300x300.jpg\" class=\"attachment-medium size-medium wp-image-25127\" alt=\"Arduino Tiny Machine Learning Kit z widoczn\u0105 zawarto\u015bci\u0105 zestawu\" srcset=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/arduino-tiny-machine-300x300.jpg 300w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/arduino-tiny-machine-150x150.jpg 150w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/arduino-tiny-machine.jpg 540w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Arduino Machine Learning Kit<br>(Link do kursu na stronie produktu w sekcji Przydatne linki)<\/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-59349eaf elementor-align-center elementor-widget elementor-widget-button\" data-id=\"59349eaf\" 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.com.pl\/arduino-seria-nano-oryginalne-plytki\/19352-arduino-tiny-machine-learning-kit-zestaw-do-uczenia-maszynowego-z-arduino-nano-33-akx00028-7630049202771.html\" target=\"_blank\" 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\">SPRAWD\u0179<\/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-3a61dde\" data-id=\"3a61dde\" 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-3f77a6c elementor-widget elementor-widget-image\" data-id=\"3f77a6c\" 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<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/arduino-nano-33-ble-sense-300x300.jpg\" class=\"attachment-medium size-medium wp-image-25128\" alt=\"P\u0142ytka Arduino Nano 33 BLE Sense\" srcset=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/arduino-nano-33-ble-sense-300x300.jpg 300w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/arduino-nano-33-ble-sense-150x150.jpg 150w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/arduino-nano-33-ble-sense.jpg 540w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">P\u0142ytka Arduino Nano 33 BLE Sense (samodzielnie)<\/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-302420d elementor-align-center elementor-widget elementor-widget-button\" data-id=\"302420d\" 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.com.pl\/arduino-seria-nano-oryginalne-plytki\/14759-arduino-nano-33-ble-sense-abx00031-7630049201507.html\" target=\"_blank\" 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\">SPRAWD\u0179<\/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-83adc9a elementor-widget elementor-widget-spacer\" data-id=\"83adc9a\" 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-73e366e elementor-widget elementor-widget-text-editor\" data-id=\"73e366e\" 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;\">O co chodzi z zestawem od Arduino Machine Learning Kit? Ten wzbogacony o modu\u0142 kamery\u00a0<\/span>OV7675 komplet p<span style=\"font-size: 1rem;\">ozwala stworzy\u0107 niewielkie, inteligentne urz\u0105dzenie, kt\u00f3re b\u0119dzie reagowa\u0142o na d\u017awi\u0119ki, rozpoznawa\u0142o gesty lub twarze.\u00a0<\/span>P\u0142ytka mo\u017ce wykrywa\u0107 ruch, przyspieszenie, obr\u00f3t, temperatur\u0119, wilgotno\u015b\u0107, ci\u015bnienie barometryczne, d\u017awi\u0119ki, gesty, blisko\u015b\u0107, kolor i nat\u0119\u017cenie \u015bwiat\u0142a.\u00a0<span style=\"font-size: 1rem;\">Wszystko, co musimy wykona\u0107, to stworzy\u0107 i zaprogramowa\u0107 model uczenia maszynowego, a nast\u0119pnie trenowa\u0107 go wykorzystuj\u0105c intuicyjne oprogramowanie. To niema\u0142o &#8211; trzeba troch\u0119 &#8220;otrzaskania&#8221; w dziedzinie klasycznych algorytm\u00f3w i g\u0142\u0119bokich sieci neuronowych obs\u0142ugiwanych przez TensorFlow Lite Micro, do kt\u00f3rego wr\u00f3cimy w ostatniej cz\u0119\u015bci.\u00a0<\/span><span style=\"font-size: 1rem;\">Wspiera\u0107 nas w tym wszystkim b\u0119dzie wspomniany kurs.\u00a0<\/span><\/p>\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-6c2862e elementor-widget elementor-widget-heading\" data-id=\"6c2862e\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Dobrze, ale po co?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f1304a elementor-widget elementor-widget-image\" data-id=\"9f1304a\" 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<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"323\" src=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/karton.jpg\" class=\"attachment-large size-large wp-image-25138\" alt=\"\" srcset=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/karton.jpg 891w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/karton-300x121.jpg 300w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/karton-768x310.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-38da4aa elementor-widget elementor-widget-text-editor\" data-id=\"38da4aa\" 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>Kurs i praca z zestawem to co\u015b wi\u0119cej, ni\u017c obietnica aktywnego wk\u0142adu w rozw\u00f3j nowoczesnych technologii uczenia maszynowego i sztucznej inteligencji. Opr\u00f3cz praktycznego i oczywistego wymiaru kodowania i trenowania w\u0142asnych projekt\u00f3w urz\u0105dze\u0144 z TinyML u\u017cytkownik ma szans\u0119 nauczy\u0107 si\u0119 si\u0119 takich zagadnie\u0144 jak:\u00a0<\/p><ul><li><span style=\"background-color: transparent;\">Trening zewn\u0119trznych modeli dla w\u0142asnych projekt\u00f3w.<\/span><\/li><li>Podstawy AI, rzeczywiste przypadki i scenariusze.<\/li><li>Zastosowania AI w przemy\u015ble i biznesie.<\/li><\/ul>\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-7bd4309 elementor-widget elementor-widget-text-editor\" data-id=\"7bd4309\" 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>Odpowiednio zaprojektowane i skonstruowane z zestawem urz\u0105dzenie zbierze i wykorzysta dla nas dane z niepor\u00f3wnywaln\u0105 przy innych sposobach dok\u0142adno\u015bci\u0105.\u00a0<\/p>\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-88076df elementor-widget elementor-widget-heading\" data-id=\"88076df\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Maszynowym okiem. Biblioteka AI TensorFlow<\/h3>\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-aeac379 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aeac379\" 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-d7632ee\" data-id=\"d7632ee\" 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-70efeeb elementor-widget elementor-widget-text-editor\" data-id=\"70efeeb\" 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>W ramach przerywnika nie spos\u00f3b nie wspomnie\u0107 o TensorFlow. Ta funkcjonuj\u0105ca ju\u017c od przesz\u0142o siedmiu lat otwarto\u017ar\u00f3d\u0142owa biblioteka powsta\u0142a z inicjatywy Google. Programowa\u0107 mo\u017cemy w Python, C++ i\u00a0 z architektur\u0105 Nvidia CUDA. Troch\u0119 o sprz\u0119cie dzia\u0142aj\u0105cym z TensorFlow pojawi\u0142o si\u0119 te\u017c w <b><a href=\"https:\/\/botland.com.pl\/blog\/nowosci-18\/\" data-wpel-link=\"internal\">do\u015b\u0107 starym odcinku Nowo\u015bci<\/a><\/b>.\u00a0<\/p><p>A z zasob\u00f3w TensorFlow korzystaj\u0105 mi\u0119dzy innymi:<\/p>\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-803d27f\" data-id=\"803d27f\" 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-c70efbb elementor-widget elementor-widget-image\" data-id=\"c70efbb\" 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<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/tensorflow-300x250.jpg\" class=\"attachment-medium size-medium wp-image-25131\" alt=\"TensorFlow logo\" srcset=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/tensorflow-300x250.jpg 300w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/tensorflow.jpg 400w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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\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-85aa803 elementor-widget elementor-widget-spacer\" data-id=\"85aa803\" 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-56d57a6 elementor-widget elementor-widget-spacer\" data-id=\"56d57a6\" 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-53752b7 elementor-widget elementor-widget-image\" data-id=\"53752b7\" 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<img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"250\" src=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/google.jpg\" class=\"attachment-large size-large wp-image-25129\" alt=\"Zestawy Google AI kartoniki\" srcset=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/google.jpg 750w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/google-300x100.jpg 300w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Zestawy Google AI i p\u0142ytki Google Coral<\/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-410ee960 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"410ee960\" 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.com.pl\/producent\/224-google\" target=\"_blank\" 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\">SPRAWD\u0179<\/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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-05b7db6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"05b7db6\" 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-cd6487a\" data-id=\"cd6487a\" 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-8044de2 elementor-widget elementor-widget-image\" data-id=\"8044de2\" 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<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/05\/portenta-300x300.jpg\" class=\"attachment-medium size-medium wp-image-23402\" alt=\"P\u0142ytka Arduino Portenta H7\" srcset=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/05\/portenta-300x300.jpg 300w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/05\/portenta-150x150.jpg 150w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/05\/portenta.jpg 540w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Seria Arduino Portenta<\/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-232dc2f elementor-align-center elementor-widget elementor-widget-button\" data-id=\"232dc2f\" 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.com.pl\/1123-arduino-seria-portenta-oryginalne-plytki\" target=\"_blank\" 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\">SPRAWD\u0179<\/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-a84d26c\" data-id=\"a84d26c\" 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-1f6202c elementor-widget elementor-widget-image\" data-id=\"1f6202c\" 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<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/Intel-Neural-Compute-Stick-300x300.jpg\" class=\"attachment-medium size-medium wp-image-25130\" alt=\"Intel Neural Compute Stick USB\" srcset=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/Intel-Neural-Compute-Stick-300x300.jpg 300w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/Intel-Neural-Compute-Stick-150x150.jpg 150w, https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2021\/06\/Intel-Neural-Compute-Stick.jpg 540w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Sie\u0107 neuronowa Intel<\/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-7a9adc7 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"7a9adc7\" 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.com.pl\/moduly-uczenia-maszynowego\/16430-intel-neural-compute-stick-2-siec-neuronowa-usb-5032037127479.html\" target=\"_blank\" 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\">SPRAWD\u0179<\/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\t<\/div>\n\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-156db45 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"156db45\" 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-f94946f\" data-id=\"f94946f\" 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-cbcc664 elementor-widget elementor-widget-text-editor\" data-id=\"cbcc664\" 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><b>Nieroz\u0142\u0105czne braterstwo Raspberry Pi i Arduino, cho\u0107 to rodze\u0144stwo skrajnie r\u00f3\u017cne, ma coraz cz\u0119\u015bciej okazje zaistnie\u0107 na scenie sztucznej inteligencji.\u00a0<\/b><\/p>\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>Czas na ML. Oto podstawa kurs\u00f3w HarvardX, dzi\u0119ki kt\u00f3rym mo\u017cna uzyska\u0107 certyfikat TinyML i ruszy\u0107 z uczeniem maszynowym na powa\u017cnie. <\/p>\n","protected":false},"author":10,"featured_media":62086,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[133],"tags":[],"class_list":["post-25108","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-arduino"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Zbuduj w\u0142asn\u0105 sztuczn\u0105 inteligencj\u0119 z Arduino Tiny Machine Learning Kit Nano 33 - Botland<\/title>\n<meta name=\"description\" content=\"Czas na ML. 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