{"id":65681,"date":"2022-06-14T11:06:54","date_gmt":"2022-06-14T03:06:54","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=65681"},"modified":"2022-08-23T09:24:10","modified_gmt":"2022-08-23T01:24:10","slug":"top-10-real-world-machine-learning-projects-for-beginners-to-try-in-2022","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2022\/06\/14\/top-10-real-world-machine-learning-projects-for-beginners-to-try-in-2022\/","title":{"rendered":"Top 10 Real-World Machine Learning Projects for Beginners to Try in 2022"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"65681\" class=\"elementor elementor-65681\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5af2f2c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5af2f2c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-920315a\" data-id=\"920315a\" data-element_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-d24e517 elementor-widget elementor-widget-text-editor\" data-id=\"d24e517\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c0d668\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Emerging technologies are being incorporated into machine learning and deep learning techniques along with the advancement of artificial intelligence(AI). More and more people are running machine learning models on small, low-power microcontrollers and incorporating them into projects. This all makes deploying machine learning projects more accessible and affordable.<\/p>\n<p>Today I&#8217;m going to introduce you to the best real-world machine learning projects for beginners to try in 2022. Before starting the project introduction, I would like to recommend to you the best microcontrollers and compact devices available for machine learning at ultra-low costs as low as $5.<\/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-f16ee97 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"f16ee97\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c0e398\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\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-2cda32b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2cda32b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-64ec3bf\" data-id=\"64ec3bf\" data-element_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-1a0a982 elementor-widget elementor-widget-heading\" data-id=\"1a0a982\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c0f7a7\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">XIAO Series<\/h2>\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-0a4398b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0a4398b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-d598031\" data-id=\"d598031\" data-element_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-b441f33 elementor-widget elementor-widget-image\" data-id=\"b441f33\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c118fe\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"471\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/seeeduino-xiao-1030x758.png\" class=\"attachment-large size-large wp-image-65700\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/seeeduino-xiao-1030x758.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/seeeduino-xiao-300x221.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/seeeduino-xiao-768x566.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/seeeduino-xiao-1024x754.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/seeeduino-xiao.png 1392w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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<div class=\"elementor-column elementor-col-66 elementor-inner-column elementor-element elementor-element-febfae4\" data-id=\"febfae4\" data-element_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-b24792c elementor-widget elementor-widget-text-editor\" data-id=\"b24792c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c12420\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<h3><a href=\"https:\/\/www.seeedstudio.com\/Seeeduino-XIAO-Arduino-Microcontroller-SAMD21-Cortex-M0+-p-4426.html\" target=\"_blank\" rel=\"noopener\"><strong>Seeeduino XIAO-<\/strong>$5.40<\/a><\/h3>\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-80ba8be elementor-widget elementor-widget-text-editor\" data-id=\"80ba8be\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c12ae9\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<ul><li>ARM Cortex-M0+ 32bit 48MHz MCU<\/li><li>Compatible with Arduino IDE<\/li><li>Breadboard-friendly<\/li><li>As small as a thumb(20&#215;17.5mm) for wearable devices and small projects<\/li><li>Multiple development interface<\/li><\/ul>\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-inner-section elementor-element elementor-element-422e76c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"422e76c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-d808603\" data-id=\"d808603\" data-element_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-d2fd04e elementor-widget elementor-widget-image\" data-id=\"d2fd04e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c1441a\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"453\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiao-rp2040.png\" class=\"attachment-large size-large wp-image-65702\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiao-rp2040.png 580w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiao-rp2040-300x234.png 300w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/>\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<div class=\"elementor-column elementor-col-66 elementor-inner-column elementor-element elementor-element-6eadb1e\" data-id=\"6eadb1e\" data-element_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-89b000f elementor-widget elementor-widget-text-editor\" data-id=\"89b000f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c14f3d\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<h3><a href=\"https:\/\/www.seeedstudio.com\/XIAO-RP2040-v1-0-p-5026.html\" target=\"_blank\" rel=\"noopener\"><strong>Seeed XIAO RP2040-<\/strong>$5.40<\/a><\/h3>\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-a78d441 elementor-widget elementor-widget-text-editor\" data-id=\"a78d441\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c1561c\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<ul><li>Powerful Raspberry PI RP2040 chip<\/li><li>Dual-core ARM Cortex M0+ processor<\/li><li>Rich on-chip resources<\/li><li>Supports Arduino, MicroPython and CircuitPython<\/li><\/ul>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-2d3042c\" data-id=\"2d3042c\" data-element_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-ef94511 elementor-widget elementor-widget-heading\" data-id=\"ef94511\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c161e2\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">XIAO SERIES<\/h2>\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-4d22aad elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4d22aad\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-c9f661f\" data-id=\"c9f661f\" data-element_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-2900d10 elementor-widget elementor-widget-image\" data-id=\"2900d10\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c179b2\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"513\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiaoble-1030x825.png\" class=\"attachment-large size-large wp-image-65701\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiaoble-1030x825.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiaoble-300x240.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiaoble-768x615.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiaoble-1024x820.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiaoble.png 1099w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-5dc311b\" data-id=\"5dc311b\" data-element_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-adda67c elementor-widget elementor-widget-text-editor\" data-id=\"adda67c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c184a2\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<h3><a href=\"https:\/\/www.seeedstudio.com\/Seeed-XIAO-BLE-nRF52840-p-5201.html\" target=\"_blank\" rel=\"noopener\"><strong>Seeed XIAO BLE-<\/strong>$9.90<\/a><\/h3>\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-9982af1 elementor-widget elementor-widget-text-editor\" data-id=\"9982af1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c18b5f\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<ul><li>Nordic nRF52840, ARM\u00ae Cortex\u2122-M4 32-bit processor<\/li><li>Bluetooth 5.0,\u00a0NFC, and ZigBee\u00a0module with onboard antenna<\/li><li>Ultra-low sleep power: 5 \u03bcA<\/li><li>Onboard 2 MB flash<\/li><li>Rich interfaces to expand more possibilities<\/li><\/ul>\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-inner-section elementor-element elementor-element-d004861 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d004861\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-9a645e3\" data-id=\"9a645e3\" data-element_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-f02243f elementor-widget elementor-widget-image\" data-id=\"f02243f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c1a497\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"565\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiao-ble-sense-1030x909.png\" class=\"attachment-large size-large wp-image-65703\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiao-ble-sense-1030x909.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiao-ble-sense-300x265.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiao-ble-sense-768x678.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiao-ble-sense-1024x904.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/xiao-ble-sense.png 1105w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-d8d6732\" data-id=\"d8d6732\" data-element_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-afc90d1 elementor-widget elementor-widget-text-editor\" data-id=\"afc90d1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c1afab\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<h3><a href=\"https:\/\/www.seeedstudio.com\/Seeed-XIAO-BLE-Sense-nRF52840-p-5253.html\" target=\"_blank\" rel=\"noopener\"><strong>XIAO BLE Sense-$15.99<\/strong><\/a><\/h3>\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-51ab852 elementor-widget elementor-widget-text-editor\" data-id=\"51ab852\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c1b68e\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<ul><li>Advanced version of the board XIAO BLE<\/li><li>Extra Onboard PDM microphone and 6-axis IMU<\/li><li>Corresponded to TinyML AI project: Sensing, Processing, Communication 3 in 1 Node<\/li><\/ul>\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-2c36124 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2c36124\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b492262\" data-id=\"b492262\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-3415cb5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3415cb5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-93c19c2\" data-id=\"93c19c2\" data-element_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-09555ae elementor-widget elementor-widget-heading\" data-id=\"09555ae\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c1cf1d\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Wio Terminal<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dad2053 elementor-widget elementor-widget-image\" data-id=\"dad2053\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c1df19\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"503\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/wioterminal-1030x810.png\" class=\"attachment-large size-large wp-image-65704\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/wioterminal-1030x810.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/wioterminal-300x236.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/wioterminal-768x604.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/wioterminal-1024x805.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/wioterminal.png 1237w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-34ad592\" data-id=\"34ad592\" data-element_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-158d156 elementor-widget elementor-widget-text-editor\" data-id=\"158d156\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c1ea28\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<h3><a href=\"https:\/\/www.seeedstudio.com\/Wio-Terminal-p-4509.html\" target=\"_blank\" rel=\"noopener\"><strong>Wio Terminal-<\/strong>$<\/a>36.90<\/h3>\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-ddff193 elementor-widget elementor-widget-text-editor\" data-id=\"ddff193\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c1f172\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<ul><li dir=\"ltr\" style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; font-size: 15px; line-height: 24px; font-family: 'Open Sans'; vertical-align: top; list-style: outside disc; word-break: break-word; overflow-wrap: break-word; width: 786px; height: auto;\"><p dir=\"ltr\" style=\"margin-bottom: 0px; line-height: 24px; word-break: break-word;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; line-height: 24px; vertical-align: top; word-break: break-word; overflow-wrap: break-word;\">Powerful MCU: Microchip ATSAMD51P19 with ARM Cortex-M4F core\u00a0<\/span><\/p><\/li><li dir=\"ltr\" style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; font-size: 15px; line-height: 24px; font-family: 'Open Sans'; vertical-align: top; list-style: outside disc; word-break: break-word; overflow-wrap: break-word; width: 786px; height: auto;\"><p dir=\"ltr\" style=\"margin-bottom: 0px; line-height: 24px; word-break: break-word;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; line-height: 24px; vertical-align: top; word-break: break-word; overflow-wrap: break-word;\">Reliable Wireless Connectivity:Realtek RTL8720DN, dual-band 2.4Ghz \/ 5Ghz Wi-Fi<\/span><\/p><\/li><li dir=\"ltr\" style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; font-size: 15px; line-height: 24px; font-family: 'Open Sans'; vertical-align: top; list-style: outside disc; word-break: break-word; overflow-wrap: break-word; width: 786px; height: auto;\"><p dir=\"ltr\" style=\"margin-bottom: 0px; line-height: 24px; word-break: break-word;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; line-height: 24px; vertical-align: top; word-break: break-word; overflow-wrap: break-word;\">Complete system equipped with Screen + Development Board + I\/O Interface + Enclosure<\/span><\/p><\/li><li dir=\"ltr\" style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; font-size: 15px; line-height: 24px; font-family: 'Open Sans'; vertical-align: top; list-style: outside disc; word-break: break-word; overflow-wrap: break-word; width: 786px; height: auto;\"><p dir=\"ltr\" style=\"margin-bottom: 0px; line-height: 24px; word-break: break-word;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; line-height: 24px; vertical-align: top; word-break: break-word; overflow-wrap: break-word;\">Highly Integrated Design: Screen, MCU, IMU,\u00a0<span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; line-height: 24px; vertical-align: top; word-break: break-word; overflow-wrap: break-word;\">WIFI,<\/span>\u00a0more add-ons housed in a compact enclosure<\/span><\/p><\/li><li dir=\"ltr\" style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; font-size: 15px; line-height: 24px; font-family: 'Open Sans'; vertical-align: top; list-style: outside disc; word-break: break-word; overflow-wrap: break-word; width: 786px; height: auto;\"><p dir=\"ltr\" style=\"margin-bottom: 0px; line-height: 24px; word-break: break-word;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; line-height: 24px; vertical-align: top; word-break: break-word; overflow-wrap: break-word;\">Raspberry Pi 40-pin Compatible GPIO\u00a0enables installation as a peripheral to the Raspberry Pi<\/span><\/p><\/li><li dir=\"ltr\" style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; font-size: 15px; line-height: 24px; font-family: 'Open Sans'; vertical-align: top; list-style: outside disc; word-break: break-word; overflow-wrap: break-word; width: 786px; height: auto;\"><p dir=\"ltr\" style=\"margin-bottom: 0px; line-height: 24px; word-break: break-word;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; line-height: 24px; vertical-align: top; word-break: break-word; overflow-wrap: break-word;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; line-height: 24px; vertical-align: top; word-break: break-word; overflow-wrap: break-word;\">External\u00a0<span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; line-height: 24px; vertical-align: top; word-break: break-word; overflow-wrap: break-word;\">onboard multi-functional Grove ports:\u00a0<\/span><\/span>Compatible with 300+ Grove\u00a0<\/span><span style=\"font-style: inherit; font-variant-ligatures: inherit; font-variant-caps: inherit; font-weight: inherit; color: var( --e-global-color-text );\">\u00a0to explore with IoT<\/span><\/p><\/li><li dir=\"ltr\" style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; font-size: 15px; line-height: 24px; font-family: 'Open Sans'; vertical-align: top; list-style: outside disc; word-break: break-word; overflow-wrap: break-word; width: 786px; height: auto;\"><p dir=\"ltr\" style=\"margin-bottom: 0px; line-height: 24px; word-break: break-word;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; line-height: 24px; vertical-align: top; word-break: break-word; overflow-wrap: break-word;\">USB OTG Support\uff1acan act as a USB host or USB client<\/span><\/p><\/li><li dir=\"ltr\" style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; font-size: 15px; line-height: 24px; font-family: 'Open Sans'; vertical-align: top; list-style: outside disc; word-break: break-word; overflow-wrap: break-word; width: 786px; height: auto;\"><p dir=\"ltr\" style=\"margin-bottom: 0px; line-height: 24px; word-break: break-word;\"><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; line-height: 24px; vertical-align: top; word-break: break-word; overflow-wrap: break-word;\">Support Arduino, CircuitPython, Micropython, ArduPy<\/span><span style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; line-height: 24px; vertical-align: top; word-break: break-word; overflow-wrap: break-word;\">, AT Firmware, Visual Studio Code<\/span><\/p><\/li><li dir=\"ltr\" style=\"margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-variant: inherit; font-weight: inherit; font-stretch: inherit; font-size: 15px; line-height: 24px; font-family: 'Open Sans'; vertical-align: top; list-style: outside disc; word-break: break-word; overflow-wrap: break-word; width: 786px; height: auto;\"><p dir=\"ltr\" style=\"margin-bottom: 0px; line-height: 24px; word-break: break-word;\">Azure Certified Device: Sense and tag real-world data and visualize through Azure IoT Central\u00a0<\/p><\/li><\/ul>\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-5a7f772 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5a7f772\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5a16236\" data-id=\"5a16236\" data-element_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-3e98c3e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"3e98c3e\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c20256\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65b2a2c elementor-widget elementor-widget-text-editor\" data-id=\"65b2a2c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c208fc\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Without further ado, let&#8217;s start learning about embedded machine learning projects for beginners that can be used in a variety of scenarios! If you already have XIAO series products or Wio Terminal, I believe you can use them to deploy and develop these projects more easily.<\/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-190dea5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"190dea5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4ac7117\" data-id=\"4ac7117\" data-element_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-340a22c elementor-widget elementor-widget-heading\" data-id=\"340a22c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c21d92\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.hackster.io\/vincekok\/gesture-recognition-on-microcontroller-with-tinyml-72a124\" target=\"_blank\"><div><div><div><h1 style=\"line-height: 170%;margin-top: 0px;margin-bottom: 0px\"><span style=\"font-size: 18pt;, sans-serif;background-image: initial;background-position: initial;background-size: initial;background-repeat: initial;background-attachment: initial;letter-spacing: 0pt;vertical-align: baseline\">1. TinyML Made Easy: Gesture Recognition on Microcontroller with TinyML<\/span><\/h1><\/div><\/div><\/div><\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99c334d elementor-widget elementor-widget-image\" data-id=\"99c334d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c22f1e\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"408\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/Tinyml-gesture-recognition-768x489.png\" class=\"attachment-medium_large size-medium_large wp-image-65705\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/Tinyml-gesture-recognition-768x489.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/Tinyml-gesture-recognition-300x191.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/Tinyml-gesture-recognition.png 893w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3ecfd75 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3ecfd75\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-025733d\" data-id=\"025733d\" data-element_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-b3031af elementor-widget elementor-widget-text-editor\" data-id=\"b3031af\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c23f10\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Seeed Wio Terminal programmed with Codecraft\/Edge Impulse is a great tool for beginners to get started with tinyML (embedded machine learning).<\/p><div><div class=\"document\"><div class=\"section\"><p class=\"paragraph text-align-type-left pap-line-1.3 pap-line-rule-auto pap-spacing-before-3pt pap-spacing-after-3pt\">This project mixes machine learning with Wio Terminal to bring an easy introduction to machine learning gesture recognition. Using gesture recognition with built-in light sensors, the Wio terminal will be able to recognize rock, paper and scissors gestures and display the corresponding images on the screen.<\/p><p>In this project will be used:<\/p><ul><li><a href=\"https:\/\/www.seeedstudio.com\/Wio-Terminal-p-4509.html\" target=\"_blank\" rel=\"noopener\">Wio Terminal<\/a><\/li><\/ul><\/div><\/div><\/div>\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-e5e1d37 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e5e1d37\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ad81bbd\" data-id=\"ad81bbd\" data-element_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-b03ed6d elementor-widget elementor-widget-heading\" data-id=\"b03ed6d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c25261\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.seeedstudio.com\/blog\/2021\/11\/28\/learn-tinyml-using-wio-terminal-and-arduino-ide-7-machine-learning-on-arm-cortex-m0-mcu-seeeduino-xiao-and-xiao-rp2040\/\" target=\"_blank\"><div><div><div><h1 style=\"line-height: 170%;margin-top: 0px;margin-bottom: 0px\"><span style=\"font-size: 18pt;, sans-serif;background-image: initial;background-position: initial;background-size: initial;background-repeat: initial;background-attachment: initial;letter-spacing: 0pt;vertical-align: baseline\">2.Human&nbsp;body&nbsp;correct&nbsp;posture&nbsp;detection&nbsp;reminder&nbsp;with&nbsp;ML&nbsp;on&nbsp;Seeeduino&nbsp;XIAO &amp; XIAO&nbsp;RP2040<\/span><\/h1><\/div><\/div><\/div><\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11d5452 elementor-widget elementor-widget-image\" data-id=\"11d5452\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c26316\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"299\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/tinyml-posture-dection.png\" class=\"attachment-large size-large wp-image-65706\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/tinyml-posture-dection.png 861w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/tinyml-posture-dection-300x140.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/tinyml-posture-dection-768x359.png 768w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cc990d3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cc990d3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-820df8c\" data-id=\"820df8c\" data-element_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-5f61623 elementor-widget elementor-widget-text-editor\" data-id=\"5f61623\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c272e8\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>The project collects machine learning data on correct and incorrect postures through Edge Impulse training. In this project, you can choose to customize your own PCB board, or you can use XIAO and its expansion board, and match it with a GroveLIS3DH accelerometer module. Now deploy this project to your back to monitor correct posture!<\/p><p>In this project will be used:<\/p><ul><li><a href=\"https:\/\/www.seeedstudio.com\/Seeeduino-XIAO-Arduino-Microcontroller-SAMD21-Cortex-M0+-p-4426.html\" target=\"_blank\" rel=\"noopener\">Seeeduino XIAO<\/a> (alternative option <a href=\"https:\/\/www.seeedstudio.com\/XIAO-RP2040-v1-0-p-5026.html\" target=\"_blank\" rel=\"noopener\">XIAO RP2040<\/a>)<\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Seeeduino-XIAO-Expansion-board-p-4746.html\" target=\"_blank\" rel=\"noopener\">XIAO expansion board<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-3-Axis-Digital-Accelerometer-1-5g.html\" target=\"_blank\" rel=\"noopener\">Grove &#8211; 3-Axis Digital Accelerometer (LIS3DHTR)<\/a><\/li><\/ul>\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-d741b07 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d741b07\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-32b1b57\" data-id=\"32b1b57\" data-element_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-16ffd40 elementor-widget elementor-widget-heading\" data-id=\"16ffd40\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c28664\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.hackster.io\/kutluhan-aktar\/ble-ai-driven-smartwatch-detecting-potential-sun-damage-7d08be\" target=\"_blank\"><div><div><div><h1 style=\"line-height: 170%;margin-top: 0px;margin-bottom: 0px\"><span style=\"font-size: 18pt;, sans-serif;background-image: initial;background-position: initial;background-size: initial;background-repeat: initial;background-attachment: initial;letter-spacing: 0pt;vertical-align: baseline\">3.BLE&nbsp;AI-driven&nbsp;Smartwatch&nbsp;Detecting&nbsp;Potential&nbsp;Sun&nbsp;Damage&nbsp;based&nbsp;on&nbsp;XIAO&nbsp;BLE<\/span><\/h1><\/div><\/div><\/div><\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d92e003 elementor-widget elementor-widget-video\" data-id=\"d92e003\" data-element_type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c29412\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1450391\/home_opkM0xAAzO.gif?auto=format%2Ccompress&amp;gifq=35&amp;w=900&amp;h=675&amp;fit=min&amp;fm=mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/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-af565b3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"af565b3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-40b915f\" data-id=\"40b915f\" data-element_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-7fdb444 elementor-widget elementor-widget-text-editor\" data-id=\"7fdb444\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c2a3a5\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Are you aware of sun damage risks? While many of us enjoy sunny days in our spare time, harsh sunlight can also have a detrimental effect on our health. This BLE smartwatch can be used to predict sun damage risk and inform users. The project trained and tested the artificial neural network model (ANN) using Edge Impulse, and uploaded the model deployment to XIAO BLE, which can easily collect data and run the neural network model.<\/p><p>In this project will be used:<\/p><ul><li><a href=\"https:\/\/www.seeedstudio.com\/Seeed-XIAO-BLE-nRF52840-p-5201.html\" target=\"_blank\" rel=\"noopener\">XIAO BLE<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Seeeduino-XIAO-Expansion-board-p-4746.html\" target=\"_blank\" rel=\"noopener\">Seeeduino\u00a0XIAO\u00a0Expansion\u00a0board<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-UV-Sensor.html\" target=\"_blank\" rel=\"noopener\">Grove &#8211; UV Sensor<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/micro-SD-Card-with-Card-Reader-32GB-Class-10-p-4082.html\" target=\"_blank\" rel=\"noopener\">micro SD Card<\/a><\/li><\/ul>\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-af9b055 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"af9b055\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-22cc8ce\" data-id=\"22cc8ce\" data-element_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-d24e568 elementor-widget elementor-widget-heading\" data-id=\"d24e568\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c2b6ce\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.hackster.io\/mithun-das\/pet-activity-tracker-using-xiao-ble-sense-edge-impulse-858d73\" target=\"_blank\"><div><div><div><h1 style=\"line-height: 170%;margin-top: 0px;margin-bottom: 0px\"><span style=\"font-size: 18pt;, sans-serif;background-image: initial;background-position: initial;background-size: initial;background-repeat: initial;background-attachment: initial;letter-spacing: 0pt;vertical-align: baseline\">4.Pet&nbsp;Activity&nbsp;Tracker&nbsp;using&nbsp;XIAO&nbsp;BLE&nbsp;Sense&nbsp;&amp;&nbsp;Edge&nbsp;Impulse<\/span><\/h1><\/div><\/div><\/div><\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32314f4 elementor-widget elementor-widget-image\" data-id=\"32314f4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c2c6e9\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/tinyml-pet-tracker-768x576.png\" class=\"attachment-medium_large size-medium_large wp-image-65713\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/tinyml-pet-tracker-768x576.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/tinyml-pet-tracker-300x225.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/tinyml-pet-tracker-1030x772.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/tinyml-pet-tracker-1024x768.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/tinyml-pet-tracker.png 1170w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a8d55e1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a8d55e1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6465e06\" data-id=\"6465e06\" data-element_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-04127cb elementor-widget elementor-widget-text-editor\" data-id=\"04127cb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c2d68f\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Our lovely pets should be more active to maintain good mood and health. This pet activity tracker uses XIAO BLE Sense and Edge Impulse to track various activity data that identifies dogs. The tinyML model predicts activity based on data from the 3 Axis IMU on the XIAO BLE Sense.<\/p><p>This project can be implemented with just a microcontroller XIAO BLE Sense, doesn&#8217;t it sound great? XIAO BLE Sense is equipped with a powerful Nordic nRF52840 MCU, designed with Bluetooth 5.0 module. It features an onboard antenna, 6 Dof IMU, microphone, all of which make it an ideal board to run AI using TinyML and TensorFlow Lite. <br \/>Come and get a XIAO BLE Sense to try out this project.<\/p><p>In this project will be used:<\/p><ul><li><a href=\"https:\/\/www.seeedstudio.com\/Seeed-XIAO-BLE-Sense-nRF52840-p-5253.html\" target=\"_blank\" rel=\"noopener\">XIAO BLE Sense<\/a><\/li><\/ul>\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-cc28451 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cc28451\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-52b89ac\" data-id=\"52b89ac\" data-element_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-57a13b0 elementor-widget elementor-widget-heading\" data-id=\"57a13b0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c2e9de\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.hackster.io\/vincekok\/voice-activated-robo-car-on-microcontroller-with-tinyml-39a8fb\" target=\"_blank\"><div><div><div><h1 style=\"line-height: 170%;margin-top: 0px;margin-bottom: 0px\"><span style=\"font-size: 18pt;, sans-serif;background-image: initial;background-position: initial;background-size: initial;background-repeat: initial;background-attachment: initial;letter-spacing: 0pt;vertical-align: baseline\">5.AI&nbsp;thermal&nbsp;camera&nbsp;for&nbsp;safe&nbsp;camping&nbsp;based on&nbsp;Wio&nbsp;Terminal (Seeed+Helium+AWS)&nbsp;(V2)<\/span><\/h1><\/div><\/div><\/div><\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39895d4 elementor-widget elementor-widget-image\" data-id=\"39895d4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c2f9f7\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/timl-camper-768x576.png\" class=\"attachment-medium_large size-medium_large wp-image-65714\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/timl-camper-768x576.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/timl-camper-300x225.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/timl-camper-1030x772.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/timl-camper-1024x768.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/timl-camper.png 1170w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1e784d0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1e784d0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c760312\" data-id=\"c760312\" data-element_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-3b8b7ab elementor-widget elementor-widget-text-editor\" data-id=\"3b8b7ab\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c309c1\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Backcountry camping is a great experience, as long as the activity is safe, especially on dark nights. This project runs the TinyML model on the Wio Terminal, using the MLX90640 thermal imaging camera that works well without light. It can identify if an animal or human is approaching even in the dark, sending data to the Helium LoRa network to AWS to alert campers.<\/p><p>If you are a camping enthusiast, or any other place you want to be safe, deploy this solution around you.<\/p><div><div class=\"document\"><div class=\"section\"><div class=\"document\"><div class=\"section\"><p>In this project will be used:<\/p><ul><li><a href=\"https:\/\/www.seeedstudio.com\/Wio-Terminal-p-4509.html\" target=\"_blank\" rel=\"noopener\">Wio Terminal<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Wio-Terminal-Chassis-LoRa-E5-and-GNSS-p-5053.html\" target=\"_blank\" rel=\"noopener\">Wio Terminal LoRaWan Chassis with Antenna<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-Thermal-Imaging-Camera-IR-Array-MLX90640-110-degree-p-4334.html\" target=\"_blank\" rel=\"noopener\">Grove &#8211; Thermal Imaging Camera \/ IR Array MLX90640 110 degree<\/a><\/li><\/ul><\/div><\/div><\/div><\/div><\/div>\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-18ad9ba elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"18ad9ba\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ea39f85\" data-id=\"ea39f85\" data-element_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-932deb5 elementor-widget elementor-widget-heading\" data-id=\"932deb5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c31d58\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.hackster.io\/450327\/oil-tank-leak-detection-using-tinyml-by-sashrika-29222f\" target=\"_blank\"><div><h1 style=\"line-height: 170%;margin-top: 0px;margin-bottom: 0px\"><span style=\"font-size: 18pt;, sans-serif;background-image: initial;background-position: initial;background-size: initial;background-repeat: initial;background-attachment: initial;letter-spacing: 0pt;vertical-align: baseline\">6.Oil&nbsp;tank&nbsp;leak&nbsp;detection&nbsp;using&nbsp;tinyML&nbsp;on&nbsp;Wio&nbsp;Terminal<\/span><\/h1><\/div><\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28c4477 elementor-widget elementor-widget-image\" data-id=\"28c4477\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c32e26\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"482\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/timl-oil-tank-768x578.png\" class=\"attachment-medium_large size-medium_large wp-image-65715\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/timl-oil-tank-768x578.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/timl-oil-tank-300x226.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/timl-oil-tank-1030x776.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/timl-oil-tank-1024x771.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/timl-oil-tank.png 1175w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9ea0c68 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9ea0c68\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bd6514e\" data-id=\"bd6514e\" data-element_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-43f243d elementor-widget elementor-widget-text-editor\" data-id=\"43f243d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c33e66\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>When realizing the safety problem of the leaking fuel tank, Mithun Das&#8217; daughter Sashrika designed a &#8220;gas leak detector&#8221; based on the Wio Terminal. It is connected to a multi-channel gas sensor and fan. This project runs a tinyML model on a microcontroller to detect the smell of diesel in the air. Push notifications are sent via the Blynk app when diesel is detected.<\/p><p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight );\">In this project will be used:<\/span><\/p><ul><li><a href=\"https:\/\/www.seeedstudio.com\/Wio-Terminal-p-4509.html\" target=\"_blank\" rel=\"noopener\">Wio Terminal<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-Multichannel-Gas-Sensor.html\" target=\"_blank\" rel=\"noopener\">Grove &#8211; Multichannel Gas Sensor<\/a><\/li><\/ul>\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-2718227 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2718227\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-dcf01b8\" data-id=\"dcf01b8\" data-element_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-bc15c30 elementor-widget elementor-widget-heading\" data-id=\"bc15c30\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c35209\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.hackster.io\/kutluhan-aktar\/mouse-fatigue-estimation-by-gsr-and-emg-values-w-tensorflow-6509a5\" target=\"_blank\"><div><div><div><h1 style=\"line-height: 170%;margin-top: 0px;margin-bottom: 0px\"><span style=\"font-size: 18pt;, sans-serif;background-image: initial;background-position: initial;background-size: initial;background-repeat: initial;background-attachment: initial;letter-spacing: 0pt;vertical-align: baseline\">7.Mouse&nbsp;Fatigue&nbsp;Estimation&nbsp;by&nbsp;GSR&nbsp;and&nbsp;EMG&nbsp;Values&nbsp;w\/&nbsp;TensorFlow&nbsp;using&nbsp;Wio&nbsp;Terminal<\/span><\/h1><\/div><\/div><\/div><\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f77de4b elementor-widget elementor-widget-video\" data-id=\"f77de4b\" data-element_type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c3597d\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1415618\/home_CRINpRtSBO.gif?auto=format%2Ccompress&amp;gifq=35&amp;w=900&amp;h=675&amp;fit=min&amp;fm=mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/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-a247734 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a247734\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7ec55f3\" data-id=\"7ec55f3\" data-element_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-90628b5 elementor-widget elementor-widget-text-editor\" data-id=\"90628b5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c36c28\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>It has become very common for most people to spend their studies and work on the computer. Using a mouse for a long time can cause soreness in our wrists, forearms and other parts.<br \/>The project utilizes GSR (galvanic skin response) and EMG (electromyography) measurements to indicate forearm muscle soreness, and creates a budget-friendly device to predict muscle soreness levels in hopes of avoiding permanent mouse-related injuries. Wio Terminal is used for this project as it makes it easy to collect and display muscle soreness data.<\/p><p>In this project will be used:<\/p><ul><li><a href=\"https:\/\/www.seeedstudio.com\/Wio-Terminal-p-4509.html\" target=\"_blank\" rel=\"noopener\">Wio Terminal<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-GSR-sensor-p-1614.html\" target=\"_blank\" rel=\"noopener\">Grove &#8211; GSR Sensor<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-EMG-Detector-p-1737.html\" target=\"_blank\" rel=\"noopener\">Grove &#8211; EMG Detector<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-4-pin-Male-Jumper-to-Grove-4-pin-Conversion-Cable-5-PCs-per-Pack.html\" target=\"_blank\" rel=\"noopener\">Grove &#8211; 4 pin Male Jumper Conversion Cable<\/a><\/li><\/ul>\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-bbedea0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bbedea0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6a7e575\" data-id=\"6a7e575\" data-element_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-b4a007a elementor-widget elementor-widget-heading\" data-id=\"b4a007a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c3831c\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.hackster.io\/kutluhan-aktar\/irrigation-level-assessment-by-thermal-imaging-w-tensorflow-c60b2c\" target=\"_blank\"><div><div><div><h1 style=\"line-height: 170%;margin-top: 0px;margin-bottom: 0px\"><span style=\"font-size: 18pt;, sans-serif;background-image: initial;background-position: initial;background-size: initial;background-repeat: initial;background-attachment: initial;letter-spacing: 0pt;vertical-align: baseline\">8.Irrigation&nbsp;Level&nbsp;Assessment&nbsp;by&nbsp;Thermal&nbsp;Imaging&nbsp;w\/&nbsp;TensorFlow&nbsp;using&nbsp;Wio&nbsp;Terminal<\/span><\/h1><\/div><\/div><\/div><\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e35b2a elementor-widget elementor-widget-video\" data-id=\"0e35b2a\" data-element_type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c38c08\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1386052\/home_0FBs2rtldh.gif?auto=format%2Ccompress&amp;gifq=35&amp;w=900&amp;h=675&amp;fit=min&amp;fm=mp4\u000b\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\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-4f4fc0b elementor-widget elementor-widget-text-editor\" data-id=\"4f4fc0b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c3958e\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Water resources are becoming more and more precious due to rising global temperatures and the limited availability of water. The imbalance between irrigation demand and water resources is urgently needed to improve water efficiency and agricultural water management.<\/p><p>The project collects irrigation water level data through thermal imaging, uses TensorFlow to build and train a neural network model, and runs the model directly on Wio Terminal.<\/p><p>In this project will be used:<\/p><ul><li>\u00a0<a href=\"https:\/\/www.seeedstudio.com\/Wio-Terminal-p-4509.html\" target=\"_blank\" rel=\"noopener\">Wio Terminal<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-Thermal-Imaging-Camera-IR-Array-MLX90641-110-degree-p-4612.html\" target=\"_blank\" rel=\"noopener\">Grove &#8211; Thermal Imaging Camera &#8211; MLX90641<\/a><\/li><\/ul>\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-98ca8a2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"98ca8a2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9c7c91c\" data-id=\"9c7c91c\" data-element_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-175441b elementor-widget elementor-widget-heading\" data-id=\"175441b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c3b0ea\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.seeedstudio.com\/blog\/2021\/03\/02\/handwriting-recognition-with-wio-terminal-edge-impulse\/\" target=\"_blank\"><div><div><div><h1 style=\"line-height: 170%;margin-top: 0px;margin-bottom: 0px\"><span style=\"font-size: 18pt;, sans-serif;background-image: initial;background-position: initial;background-size: initial;background-repeat: initial;background-attachment: initial;letter-spacing: 0pt;vertical-align: baseline\">9.Build&nbsp;Handwriting&nbsp;Recognition&nbsp;with&nbsp;Wio&nbsp;Terminal&nbsp;&amp;&nbsp;Edge&nbsp;Impulse<\/span><\/h1><\/div><\/div><\/div><\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a062dbc elementor-widget elementor-widget-image\" data-id=\"a062dbc\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c3cb39\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/HR-Feature-1.gif\" class=\"attachment-large size-large wp-image-65716\" alt=\"\" \/>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1fbf0f1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1fbf0f1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5f9d068\" data-id=\"5f9d068\" data-element_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-bba8dc8 elementor-widget elementor-widget-text-editor\" data-id=\"bba8dc8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c3e32f\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Do you think it\u2019s possible to perform handwriting recognition with just a single distance sensor? The answer to that is, well, sort of! This project uses machine learning on time series data from just one ToF sensor to recognise handwriting gesture patterns! While it\u2019s very much a proof of concept project and far from actual implementation, I hope this inspires you to think of crazy ideas for your own project!<\/p><p>In this project will be used:<\/p><ul><li data-id=\"yss6a9\" data-level=\"0\" data-level-text=\"\uf06c\" data-order=\"0\" data-format=\"STNumberFormat_bullet\" data-type=\"Bullet\"><a href=\"https:\/\/www.seeedstudio.com\/Wio-Terminal-p-4509.html\">Wio Terminal<\/a><\/li><li data-id=\"yss6a9\" data-level=\"0\" data-level-text=\"\uf06c\" data-order=\"1\" data-format=\"STNumberFormat_bullet\" data-type=\"Bullet\"><a href=\"https:\/\/www.seeedstudio.com\/Grove-Time-of-Flight-Distance-Sensor-VL53L0X.html\">Grove ToF Distance Sensor<\/a><\/li><\/ul>\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-6da8dd5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6da8dd5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-77e6d91\" data-id=\"77e6d91\" data-element_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-dcb0fc0 elementor-widget elementor-widget-heading\" data-id=\"dcb0fc0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c400d8\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.seeedstudio.com\/blog\/2021\/03\/18\/learn-tinyml-using-wio-terminal-and-arduino-ide-4-weather-prediction-with-tensorflow-lite-for-microcontrollers-a-k-a-i-just-like-data\/\" target=\"_blank\"><div><div><div><h1 style=\"line-height: 170%;margin-top: 0px;margin-bottom: 0px\"><span style=\"font-size: 18pt;, sans-serif;background-image: initial;background-position: initial;background-size: initial;background-repeat: initial;background-attachment: initial;letter-spacing: 0pt;vertical-align: baseline\">10.Build&nbsp;a&nbsp;TinyML&nbsp;Smart&nbsp;Weather&nbsp;Station&nbsp;with&nbsp;Wio&nbsp;Terminal<\/span><\/h1><\/div><\/div><\/div><\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b92d974 elementor-widget elementor-widget-image\" data-id=\"b92d974\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c4171a\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/weather.gif\" class=\"attachment-large size-large wp-image-65717\" alt=\"\" \/>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a23b430 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a23b430\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8d6c7cb\" data-id=\"8d6c7cb\" data-element_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-aca5cd5 elementor-widget elementor-widget-text-editor\" data-id=\"aca5cd5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c42f20\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Weather stations are a popular project amongst the maker community. Why not take it one step further and add Edge AI capabilities to enable local weather predictions? This project by Dimitry Maslov does exactly tha<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight );\">t<\/span><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight );\">.<\/span><\/p><p>In this project will be used:<\/p><ul><li data-id=\"tg9w66\" data-level=\"0\" data-level-text=\"\uf06c\" data-order=\"0\" data-format=\"STNumberFormat_bullet\" data-type=\"Bullet\"><a href=\"https:\/\/www.seeedstudio.com\/Wio-Terminal-p-4509.html\">Wio Terminal<\/a><\/li><li data-id=\"tg9w66\" data-level=\"0\" data-level-text=\"\uf06c\" data-order=\"1\" data-format=\"STNumberFormat_bullet\" data-type=\"Bullet\"><a href=\"https:\/\/www.seeedstudio.com\/Grove-BME280-Environmental-Sensor-Temperature-Humidity-Barometer.html\">Grove BME280 Temperature Humidity Barometer<\/a><\/li><\/ul><p>This project is also part of our\u00a0<b><i>Learn TinyML using Wio Terminal and Arduino IDE<\/i><\/b>\u00a0series. Be sure to check each of them out!<\/p><ul><li data-id=\"uw0noi\" data-level=\"0\" data-level-text=\"\uf06c\" data-order=\"0\" data-format=\"STNumberFormat_bullet\" data-type=\"Bullet\"><a href=\"https:\/\/www.seeedstudio.com\/blog\/2021\/01\/19\/tiny-ml-with-wio-terminal-1-intro\/\"><strong>Learn TinyML using Wio Terminal and Arduino IDE #1<\/strong> Intro<\/a><\/li><li data-id=\"uw0noi\" data-level=\"0\" data-level-text=\"\uf06c\" data-order=\"1\" data-format=\"STNumberFormat_bullet\" data-type=\"Bullet\"><a href=\"https:\/\/www.seeedstudio.com\/blog\/2021\/02\/03\/learn-tinyml-using-wio-terminal-and-arduino-ide-2-audio-scene-recognition-and-mobile-notifications\/\"><strong>Learn TinyML using Wio Terminal and Arduino IDE #2<\/strong> Audio Scene Recognition and Mobile Notifications<\/a><\/li><li data-id=\"uw0noi\" data-level=\"0\" data-level-text=\"\uf06c\" data-order=\"2\" data-format=\"STNumberFormat_bullet\" data-type=\"Bullet\"><a href=\"https:\/\/www.seeedstudio.com\/blog\/2021\/02\/26\/tinyml-with-wio-terminal-3-people-counting-and-azure-iot-central-integration\/\"><strong>TinyML using Wio Terminal and Arduino IDE #3<\/strong> People Counting and Azure IoT Central Integration<\/a><\/li><li data-id=\"uw0noi\" data-level=\"0\" data-level-text=\"\uf06c\" data-order=\"3\" data-format=\"STNumberFormat_bullet\" data-type=\"Bullet\"><a href=\"https:\/\/www.seeedstudio.com\/blog\/2021\/03\/18\/learn-tinyml-using-wio-terminal-and-arduino-ide-4-weather-prediction-with-tensorflow-lite-for-microcontrollers-a-k-a-i-just-like-data\/\"><strong>Learn TinyML using Wio Terminal and Arduino IDE #4<\/strong> Weather prediction with Tensorflow Lite for Microcontrollers<\/a><\/li><li data-id=\"uw0noi\" data-level=\"0\" data-level-text=\"\uf06c\" data-order=\"3\" data-format=\"STNumberFormat_bullet\" data-type=\"Bullet\"><a href=\"https:\/\/www.seeedstudio.com\/blog\/2021\/05\/30\/learn-tinyml-using-wio-terminal-and-arduino-ide-5-anomaly-detection-for-predictive-maintenance-with-new-blynk-iot-platform-release\/\" target=\"_blank\" rel=\"noopener\"><strong>Learn TinyML using Wio Terminal and Arduino IDE #5<\/strong> Anomaly detection for Predictive maintenance with new Blynk IoT Platform release<\/a><\/li><li data-id=\"uw0noi\" data-level=\"0\" data-level-text=\"\uf06c\" data-order=\"3\" data-format=\"STNumberFormat_bullet\" data-type=\"Bullet\"><a href=\"https:\/\/www.seeedstudio.com\/blog\/2021\/10\/10\/learn-tinyml-using-wio-terminal-and-arduino-ide-6-speech-recognition-on-mcu-speech-to-intent\/\" target=\"_blank\" rel=\"noopener\"><strong>Learn TinyML using Wio Terminal and Arduino IDE #6<\/strong> Speech recognition on MCU \u2013 Speech-to-Intent<\/a><\/li><li data-id=\"uw0noi\" data-level=\"0\" data-level-text=\"\uf06c\" data-order=\"3\" data-format=\"STNumberFormat_bullet\" data-type=\"Bullet\"><a href=\"https:\/\/www.seeedstudio.com\/blog\/2021\/11\/28\/learn-tinyml-using-wio-terminal-and-arduino-ide-7-machine-learning-on-arm-cortex-m0-mcu-seeeduino-xiao-and-xiao-rp2040\/\" target=\"_blank\" rel=\"noopener\"><strong>Learn TinyML using Wio Terminal and Arduino IDE #7<\/strong> Machine Learning on ARM Cortex M0+ MCU Seeeduino XIAO and XIAO RP2040<\/a><\/li><\/ul>\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-84ce030 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"84ce030\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6277eb3\" data-id=\"6277eb3\" data-element_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-4083f03 elementor-widget elementor-widget-heading\" data-id=\"4083f03\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c4477e\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\"><div><div><div><h1 style=\"line-height: 170%;margin-top: 0px;margin-bottom: 0px\"><span style=\"font-size: 18pt;, sans-serif;background-image: initial;background-position: initial;background-size: initial;background-repeat: initial;background-attachment: initial;letter-spacing: 0pt;vertical-align: baseline\">Summary<\/span><\/h1><\/div><\/div><\/div><\/h3>\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-f568f4b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f568f4b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-93d87fc\" data-id=\"93d87fc\" data-element_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-619934b elementor-widget elementor-widget-text-editor\" data-id=\"619934b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d1ab7c45cf8\"  class=\"scrollMagicControl\" type=\"hidden\" wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" effect = {} split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>The above are the machine learning projects for beginners introduced today. There is no doubt that the XIAO series or Wio Terminal is the best choice for you to start your own machine learning project. Has this article sparked your desire to explore machine learning projects? What is your next embedded machine learning idea? Let us know in the comments, and if you need any help, we&#8217;ll do our best to help you make your shiny project idea a reality.<\/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>Emerging technologies are being incorporated into machine learning and deep learning techniques along with the<\/p>\n","protected":false},"author":3584,"featured_media":65730,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"iawp_total_views":0,"footnotes":""},"categories":[4394],"tags":[1608,3682,3760,3171,3003,3678,4124,4146],"class_list":["post-65681","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-deploy","tag-machine-learning","tag-seeeduino-xiao-projects","tag-tiny-machine-learning","tag-tinyml","tag-wio-terminal","tag-wio-terminal-project","tag-xiao-ble","tag-xiao-rp2040-projects"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Top 10 Real-World Machine Learning Projects for Beginners to Try in 2022 - Latest News from Seeed Studio<\/title>\n<meta name=\"description\" content=\"Machine learning projects for beginners. No doubt that XIAO series or Wio Terminal is one of the best options to start ML(TinyML) projects.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.seeedstudio.com\/blog\/2022\/06\/14\/top-10-real-world-machine-learning-projects-for-beginners-to-try-in-2022\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Top 10 Real-World Machine Learning Projects for Beginners to Try in 2022 - Latest News from Seeed Studio\" \/>\n<meta property=\"og:description\" content=\"Machine learning projects for beginners. No doubt that XIAO series or Wio Terminal is one of the best options to start ML(TinyML) projects.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.seeedstudio.com\/blog\/2022\/06\/14\/top-10-real-world-machine-learning-projects-for-beginners-to-try-in-2022\/\" \/>\n<meta property=\"og:site_name\" content=\"Latest News from Seeed Studio\" \/>\n<meta property=\"article:published_time\" content=\"2022-06-14T03:06:54+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-08-23T01:24:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_16551707834041.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1392\" \/>\n\t<meta property=\"og:image:height\" content=\"966\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Adora Ming\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Adora Ming\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/2022\/06\/14\/top-10-real-world-machine-learning-projects-for-beginners-to-try-in-2022\/\",\"url\":\"https:\/\/www.seeedstudio.com\/blog\/2022\/06\/14\/top-10-real-world-machine-learning-projects-for-beginners-to-try-in-2022\/\",\"name\":\"Top 10 Real-World Machine Learning Projects for Beginners to Try in 2022 - Latest News from Seeed Studio\",\"isPartOf\":{\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/2022\/06\/14\/top-10-real-world-machine-learning-projects-for-beginners-to-try-in-2022\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/2022\/06\/14\/top-10-real-world-machine-learning-projects-for-beginners-to-try-in-2022\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/06\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_16551707834041.png\",\"datePublished\":\"2022-06-14T03:06:54+00:00\",\"dateModified\":\"2022-08-23T01:24:10+00:00\",\"author\":{\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/#\/schema\/person\/3a0f3bf7e95e82e91f278973a431a97d\"},\"description\":\"Machine learning projects for beginners. 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