{"id":116324,"date":"2025-09-03T22:48:08","date_gmt":"2025-09-03T22:48:08","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=116324"},"modified":"2025-09-28T06:40:56","modified_gmt":"2025-09-28T06:40:56","slug":"empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/","title":{"rendered":"Empowering Mexican students and educators on TinyML: Running models locally on the XIAO Sense with camera\u200b"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"116324\" class=\"elementor elementor-116324\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ca8ec9f e-flex e-con-boxed e-con e-parent\" data-id=\"ca8ec9f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2f72139 elementor-widget elementor-widget-text-editor\" data-id=\"2f72139\" 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=\"scroll6a28fb3357909\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">I had the opportunity as a Seeed Ranger to host two hands on workshops at the offices of <a href=\"https:\/\/uelectronics.com\/\">Unit Electronics<\/a>, one workshop in the morning, the second one in the afternoon. Unit Electronics is a well known distributor of electronics and microcontrollers in Mexico.<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p><p><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">The workshops where about TinyML vision models running on the <\/span><\/span><strong><a href=\"https:\/\/www.seeedstudio.com\/XIAO-ESP32S3-Sense-p-5639.html\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">XIAO ESP32S3 Sense with camera module<\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">.<\/span><\/span><\/strong><\/span><\/span><\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-457c438 elementor-widget elementor-widget-image\" data-id=\"457c438\" 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=\"scroll6a28fb3359720\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"314\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop2-1030x506.png\" class=\"attachment-large size-large wp-image-116341\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop2-1030x506.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop2-300x147.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop2-768x377.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop2-1536x755.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop2-2048x1006.png 2048w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop2-32x16.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop2-1024x503.png 1024w\" 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<div class=\"elementor-element elementor-element-75716ea elementor-widget elementor-widget-heading\" data-id=\"75716ea\" 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=\"scroll6a28fb3359d75\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Exploring TinyML beyond no code<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed81296 elementor-widget elementor-widget-text-editor\" data-id=\"ed81296\" 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=\"scroll6a28fb335a516\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">The workshops were centered on how you can use <a href=\"https:\/\/sensecraft.seeed.cc\/ai\/home\"><span style=\"text-decoration: underline;\"><strong>Sense Craft AI platform<\/strong><\/span><\/a> to collect data, train and deploy a vision model to the <\/span><\/span><\/span><\/span><a href=\"https:\/\/www.seeedstudio.com\/XIAO-ESP32S3-Sense-p-5639.html\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">XIAO ESP32S3 Sense<\/span><\/span><\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">. The platform makes it very simple to get started with TinyML model deployment, but I also wanted to teach the participants a bit deeper, showing and explaining what is exactly happening on each step:<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p><ul><li><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><strong><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Data collection<\/span><\/span><\/span><\/span><\/span><\/span><\/strong><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">: Participants learned how to gather a good dataset for jobs like image classification or object detection. We talked about the quality, diversity and labeling tools involved to ensure a successful project.<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/li><li><strong><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Model Training in <\/span><\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/sensecraft.seeed.cc\/ai\/home\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">SenseCraft AI<\/span><\/span><\/a><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">: <\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/strong><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Once the images where captured (each participant decided what they wanted to detect) we trained models straight to the XIAO using <\/span><\/span><\/span><\/span><a href=\"https:\/\/sensecraft.seeed.cc\/ai\/home\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">SenseCraft AI<\/span><\/span><\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">, showing people that to make your first project you can rely on good tools that make all this process easier. I took the time to explain about how convolutional neural networks <\/span><\/span><\/span><\/span><\/span><\/span><strong><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">(CNN)<\/span><\/span><\/span><\/span><\/span><\/span><\/strong><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"> work and what needs to be done in order to optimize this models to work inside a microcontroller which has memory, processing and energy limitations.<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">\u00a0<\/span><\/span><\/li><li><strong><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Deployment:<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/strong><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"> After training we deployed the models to the device and made sure everyone&#8217;s model was working well, if not then we checked their dataset in order to improve it and thus the model.<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/li><\/ul><p><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">This approach was very well received, since some participants really appreciated going in deeper on what is happening in order to have more possibilities over what models you can deploy.<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bae0a04 elementor-widget elementor-widget-image\" data-id=\"bae0a04\" 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=\"scroll6a28fb335b52a\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"629\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop1-1030x1013.png\" class=\"attachment-large size-large wp-image-116340\" alt=\"Student configuring xiao sense to work with sencraft AI\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop1-1030x1013.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop1-300x295.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop1-80x80.png 80w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop1-768x755.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop1-32x32.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop1-1024x1007.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop1.png 1436w\" 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<div class=\"elementor-element elementor-element-da018f0 elementor-widget elementor-widget-heading\" data-id=\"da018f0\" 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=\"scroll6a28fb335bb83\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Who attended?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79f2e94 elementor-widget elementor-widget-text-editor\" data-id=\"79f2e94\" 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=\"scroll6a28fb335c1c5\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">In collaboration with Unit Electronics we invited people following Unit, this resulted in an attendance mainly of electrical engineering students and a couple of teachers that want to better understand these technologies to later integrate them into their courses. The perfect audience for this type of projects!<\/span><\/span><\/span><\/span><\/p><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-10fe5ae elementor-widget elementor-widget-image\" data-id=\"10fe5ae\" 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=\"scroll6a28fb335d288\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"374\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshopgroup-1030x602.png\" class=\"attachment-large size-large wp-image-116342\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshopgroup-1030x602.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshopgroup-300x175.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshopgroup-768x449.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshopgroup-1536x897.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshopgroup-2048x1196.png 2048w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshopgroup-32x19.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshopgroup-1024x598.png 1024w\" 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<div class=\"elementor-element elementor-element-de6a554 elementor-widget elementor-widget-heading\" data-id=\"de6a554\" 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=\"scroll6a28fb335d94c\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Giveaway<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f935706 elementor-widget elementor-widget-text-editor\" data-id=\"f935706\" 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=\"scroll6a28fb335df84\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Unit Electronic gave some Seeed Studio kits to some of the participants that were able to win a small dynamic at the end. Really like the idea of people testing something in the workshops and go back home to start working on another project on their own hardware!<\/span><\/span><\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3dbd1c elementor-widget elementor-widget-heading\" data-id=\"f3dbd1c\" 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=\"scroll6a28fb335e5e1\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Brainstorming Tiny ML applications<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5dcbfdb elementor-widget elementor-widget-text-editor\" data-id=\"5dcbfdb\" 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=\"scroll6a28fb335eca8\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Between some of the steps, we were able to stop for a couple of minutes and have a couple of brainstorming sessions on how we could integrate Tiny ML projects into our every day life with something&#8217;s like the XIAO Sense. People really got the idea really quickly and knew what they would do for example:<\/span><\/span><\/span><\/span><\/span><\/span><\/p><ul><li><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Smart gate that only allows the correct dog to access a bowl of food with medicine. Some projects have been done with RFID or similar technologies, but a participant is working on her thesis with that project but using only vision models.<\/span><\/span><\/span><\/span><\/span><\/span><\/li><li><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Smart monitoring system that can help you automate your house or office with home assistant. Everything running locally and only data coming out of the device once a certain criterion is met.<\/span><\/span><\/span><\/span><\/span><\/span><\/li><\/ul><p><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Showcasing the <\/span><\/span><a href=\"https:\/\/www.seeedstudio.com\/SenseCAP-Watcher-W1-A-p-5979.html\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><strong>SenseCAP Watcher<\/strong> <\/span><\/span><\/a>was a great catalyzer to spark more ideas, seeing how different systems, local and cloud processing integrate into one same product, allowed the participants to realize they can deploy hybrid systems leveraging the best parts of each approach.<\/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-ebabdc8 elementor-widget elementor-widget-image\" data-id=\"ebabdc8\" 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=\"scroll6a28fb335ff35\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"144\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/WORKSHOP-SEEED-web-1030x232.png\" class=\"attachment-large size-large wp-image-116343\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/WORKSHOP-SEEED-web-1030x232.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/WORKSHOP-SEEED-web-300x68.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/WORKSHOP-SEEED-web-768x173.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/WORKSHOP-SEEED-web-1536x346.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/WORKSHOP-SEEED-web-32x7.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/WORKSHOP-SEEED-web-1024x230.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/WORKSHOP-SEEED-web.png 1600w\" 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<div class=\"elementor-element elementor-element-24e96fb elementor-widget elementor-widget-heading\" data-id=\"24e96fb\" 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=\"scroll6a28fb336062e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Reflections<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e624dc5 elementor-widget elementor-widget-text-editor\" data-id=\"e624dc5\" 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=\"scroll6a28fb3360ccb\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">The feedback I received was overwhelmingly positive, many participants valued the fact that we went a bit technical to better understand what&#8217;s happening. It was really gratifying hearing people talking about all the ideas they wanted to implement on their microcontrollers, there is a lot of potential on the TinyML sector and seeing people so eager to work on implementing AI algorithms intro their computers was a really cool experience.<\/span><\/span><\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bad0c90 e-flex e-con-boxed e-con e-parent\" data-id=\"bad0c90\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-07e13fd elementor-widget elementor-widget-image\" data-id=\"07e13fd\" 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=\"scroll6a28fb336267f\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"629\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop-watcher-768x755.png\" class=\"attachment-medium_large size-medium_large wp-image-116344\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop-watcher-768x755.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop-watcher-300x295.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop-watcher-1030x1013.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop-watcher-80x80.png 80w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop-watcher-32x32.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop-watcher-1024x1007.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/workshop-watcher.png 1444w\" 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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>I had the opportunity as a Seeed Ranger to host two hands on workshops at<\/p>\n","protected":false},"author":3662,"featured_media":117140,"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":[1],"tags":[],"class_list":["post-116324","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Empowering Mexican students and educators on TinyML: Running models locally on the XIAO Sense with camera\u200b - Latest News from Seeed Studio<\/title>\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\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Empowering Mexican students and educators on TinyML: Running models locally on the XIAO Sense with camera\u200b - Latest News from Seeed Studio\" \/>\n<meta property=\"og:description\" content=\"I had the opportunity as a Seeed Ranger to host two hands on workshops at\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/\" \/>\n<meta property=\"og:site_name\" content=\"Latest News from Seeed Studio\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-03T22:48:08+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-28T06:40:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"2560\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Alejandro\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Alejandro\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/\",\"url\":\"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/\",\"name\":\"Empowering Mexican students and educators on TinyML: Running models locally on the XIAO Sense with camera\u200b - Latest News from Seeed Studio\",\"isPartOf\":{\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-scaled.jpg\",\"datePublished\":\"2025-09-03T22:48:08+00:00\",\"dateModified\":\"2025-09-28T06:40:56+00:00\",\"author\":{\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/#\/schema\/person\/ad5572c98fd23bf651a0515bf8b3575c\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/#primaryimage\",\"url\":\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-scaled.jpg\",\"contentUrl\":\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-scaled.jpg\",\"width\":1920,\"height\":2560},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.seeedstudio.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Empowering Mexican students and educators on TinyML: Running models locally on the XIAO Sense with camera\u200b\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/#website\",\"url\":\"https:\/\/www.seeedstudio.com\/blog\/\",\"name\":\"Latest News from Seeed Studio\",\"description\":\"Emerging IoT, AI and Autonomous Applications on the Edge\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.seeedstudio.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/#\/schema\/person\/ad5572c98fd23bf651a0515bf8b3575c\",\"name\":\"Alejandro\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.seeedstudio.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/75aedad8c30ef4af00eec845b79769ad?s=96&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/75aedad8c30ef4af00eec845b79769ad?s=96&r=g\",\"caption\":\"Alejandro\"},\"url\":\"https:\/\/www.seeedstudio.com\/blog\/author\/alejandro\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Empowering Mexican students and educators on TinyML: Running models locally on the XIAO Sense with camera\u200b - Latest News from Seeed Studio","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/","og_locale":"en_US","og_type":"article","og_title":"Empowering Mexican students and educators on TinyML: Running models locally on the XIAO Sense with camera\u200b - Latest News from Seeed Studio","og_description":"I had the opportunity as a Seeed Ranger to host two hands on workshops at","og_url":"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/","og_site_name":"Latest News from Seeed Studio","article_published_time":"2025-09-03T22:48:08+00:00","article_modified_time":"2025-09-28T06:40:56+00:00","og_image":[{"width":1920,"height":2560,"url":"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-scaled.jpg","type":"image\/jpeg"}],"author":"Alejandro","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Alejandro","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/","url":"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/","name":"Empowering Mexican students and educators on TinyML: Running models locally on the XIAO Sense with camera\u200b - Latest News from Seeed Studio","isPartOf":{"@id":"https:\/\/www.seeedstudio.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/#primaryimage"},"image":{"@id":"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/#primaryimage"},"thumbnailUrl":"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-scaled.jpg","datePublished":"2025-09-03T22:48:08+00:00","dateModified":"2025-09-28T06:40:56+00:00","author":{"@id":"https:\/\/www.seeedstudio.com\/blog\/#\/schema\/person\/ad5572c98fd23bf651a0515bf8b3575c"},"breadcrumb":{"@id":"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/#primaryimage","url":"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-scaled.jpg","contentUrl":"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-scaled.jpg","width":1920,"height":2560},{"@type":"BreadcrumbList","@id":"https:\/\/www.seeedstudio.com\/blog\/2025\/09\/03\/empowering-mexican-students-and-educators-on-tinyml-running-models-locally-on-the-xiao-sense-with-camera\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.seeedstudio.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Empowering Mexican students and educators on TinyML: Running models locally on the XIAO Sense with camera\u200b"}]},{"@type":"WebSite","@id":"https:\/\/www.seeedstudio.com\/blog\/#website","url":"https:\/\/www.seeedstudio.com\/blog\/","name":"Latest News from Seeed Studio","description":"Emerging IoT, AI and Autonomous Applications on the Edge","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.seeedstudio.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.seeedstudio.com\/blog\/#\/schema\/person\/ad5572c98fd23bf651a0515bf8b3575c","name":"Alejandro","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.seeedstudio.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/75aedad8c30ef4af00eec845b79769ad?s=96&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/75aedad8c30ef4af00eec845b79769ad?s=96&r=g","caption":"Alejandro"},"url":"https:\/\/www.seeedstudio.com\/blog\/author\/alejandro\/"}]}},"modified_by":"Ethan Zhou","views":2380,"featured_image_urls":{"full":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-scaled.jpg",1920,2560,false],"thumbnail":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-80x80.jpg",80,80,true],"medium":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-225x300.jpg",225,300,true],"medium_large":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-768x1024.jpg",640,853,true],"large":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-773x1030.jpg",640,853,true],"1536x1536":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-1152x1536.jpg",1152,1536,true],"2048x2048":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-1536x2048.jpg",1536,2048,true],"visody_icon":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-24x32.jpg",24,32,true],"magazine-7-slider-full":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-1536x1020.jpg",1536,1020,true],"magazine-7-slider-center":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-936x897.jpg",936,897,true],"magazine-7-featured":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-1024x1365.jpg",1024,1365,true],"magazine-7-medium":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-720x380.jpg",720,380,true],"magazine-7-medium-square":["https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/09\/20250807_175310-675x450.jpg",675,450,true]},"author_info":{"display_name":"Alejandro","author_link":"https:\/\/www.seeedstudio.com\/blog\/author\/alejandro\/"},"category_info":"<a href=\"https:\/\/www.seeedstudio.com\/blog\/category\/news\/\" rel=\"category tag\">News<\/a>","tag_info":"News","comment_count":"0","_links":{"self":[{"href":"https:\/\/www.seeedstudio.com\/blog\/wp-json\/wp\/v2\/posts\/116324","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.seeedstudio.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.seeedstudio.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.seeedstudio.com\/blog\/wp-json\/wp\/v2\/users\/3662"}],"replies":[{"embeddable":true,"href":"https:\/\/www.seeedstudio.com\/blog\/wp-json\/wp\/v2\/comments?post=116324"}],"version-history":[{"count":18,"href":"https:\/\/www.seeedstudio.com\/blog\/wp-json\/wp\/v2\/posts\/116324\/revisions"}],"predecessor-version":[{"id":128594,"href":"https:\/\/www.seeedstudio.com\/blog\/wp-json\/wp\/v2\/posts\/116324\/revisions\/128594"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.seeedstudio.com\/blog\/wp-json\/wp\/v2\/media\/117140"}],"wp:attachment":[{"href":"https:\/\/www.seeedstudio.com\/blog\/wp-json\/wp\/v2\/media?parent=116324"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.seeedstudio.com\/blog\/wp-json\/wp\/v2\/categories?post=116324"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.seeedstudio.com\/blog\/wp-json\/wp\/v2\/tags?post=116324"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}