{"id":38590,"date":"2021-02-02T15:23:03","date_gmt":"2021-02-02T07:23:03","guid":{"rendered":"\/blog\/?p=38590"},"modified":"2022-09-09T11:33:24","modified_gmt":"2022-09-09T03:33:24","slug":"jetson-nano-machine-learning-projects-you-need-to-try","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2021\/02\/02\/jetson-nano-machine-learning-projects-you-need-to-try\/","title":{"rendered":"Jetson Nano Machine Learning Projects You Need To Try!"},"content":{"rendered":"\n<p>NVIDIA\u2019s Jetson Nano has excellent GPU capabilities, making it a popular choice for Machine Learning (ML) and often used for gaming and CUDA-based computations. The NVIDIA Jetson Nano Developer Kit is currently out of stock. Check out Seeed\u2019s reComputer <a href=\"https:\/\/www.seeedstudio.com\/Jetson-10-1-A0-p-5336.html?queryID=8e90ce3070e8165b0f9a8e195d9b7394&amp;objectID=5336&amp;indexName=bazaar_retailer_products\">J1010<\/a> and <a href=\"https:\/\/www.seeedstudio.com\/Jetson-10-1-H0-p-5335.html?queryID=8e90ce3070e8165b0f9a8e195d9b7394&amp;objectID=5335&amp;indexName=bazaar_retailer_products\">J1020<\/a> built with the Jetson Nano production model, rich onboard interfaces, heatsink, and enclosure!&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/Capture-7.jpg\" alt=\"\" class=\"wp-image-69362\" width=\"600\" height=\"300\"\/><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/www.seeedstudio.com\/Jetson-10-1-H0-p-5335.html\">reComputer with Jetson Production Module<\/a>:<a href=\"https:\/\/www.seeedstudio.com\/Jetson-10-1-A0-p-5336.html\"> Real-World AI at the Edge, starting from $199<\/a><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Built with <a href=\"https:\/\/www.seeedstudio.com\/Jetson-10-1-A0-p-5336.html?queryID=8e90ce3070e8165b0f9a8e195d9b7394&amp;objectID=5336&amp;indexName=bazaar_retailer_products\"><strong>Jetson Nano<\/strong> <strong>4GB<\/strong><\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center\"><img decoding=\"async\" width=\"305px;\" height=\"190px;\" src=\"https:\/\/lh4.googleusercontent.com\/v9rwNil04lG8puNPx7YxhOcSBllg4Y2tNgF2b5Hn7M_zUs9MSZNEdEi2EhsXqLcWKX14kvHUL-NK0rutzb4U865zulq-S3c6wXpRvL3CWiz5xH3cBcCZf5AL_RIhjay7L38w2H7A-34y\"><\/p>\n\n\n\n<div class=\"wp-block-blockspare-blockspare-buttons blockspare-300be879-7913-4 blockspare-block-button-wrap\"><style>.blockspare-300be879-7913-4 .blockspare-block-button{text-align:center;margin-top:30px;margin-bottom:30px}.blockspare-300be879-7913-4 .blockspare-block-button span{color:#ffffff;border-width:1px;font-size:16px;font-family:Default}.blockspare-300be879-7913-4.wp-block-blockspare-blockspare-buttons .blockspare-block-button .blockspare-button{background-color:#097c4e}.blockspare-300be879-7913-4.wp-block-blockspare-blockspare-buttons .blockspare-block-button .blockspare-button:visited{background-color:#097c4e}.blockspare-300be879-7913-4.wp-block-blockspare-blockspare-buttons .blockspare-block-button .blockspare-button:focus{background-color:#097c4e}@media screen and (max-width:1025px){.blockspare-300be879-7913-4 .blockspare-block-button span{font-size:undefinedpx}}@media screen and (max-width:768px){.blockspare-300be879-7913-4 .blockspare-block-button span{font-size:undefinedpx}}<\/style><div class=\"blockspare-block-button\"><a href=\"https:\/\/www.seeedstudio.com\/Jetson-10-1-A0-p-5336.html?queryID=8e90ce3070e8165b0f9a8e195d9b7394&amp;objectID=5336&amp;indexName=bazaar_retailer_products\" class=\"blockspare-button blockspare-button-shape-rounded blockspare-button-size-small\"><span>Buy Now<\/span><\/a><\/div><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<ul class=\"wp-block-list\"><li>Edge AI box fits into anywhere<\/li><li>Embedded Jetson Nano Module<\/li><li>Pre-installed Jetpack for easy deployment<\/li><li>Nearly the same form factor as Jetson Developer Kits, with a rich set of I\/Os<\/li><li>Stackable and expandable<\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Without further ado, let us look at some ML projects you can create yourself powered by Jetson Nano!<\/p>\n\n\n\n<p>The projects are categorized into 2 of the most popular frameworks: <strong>TensorFlow <\/strong>and <strong>PyTorch<\/strong>. Also, scroll to the bottom of the page under resources if you\u2019re unfamiliar with ML frameworks to learn how to get started with Jetson Nano!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">TensorFlow Projects<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.hackster.io\/andrei-ciobanu2\/autonomous-tank-6023bc\" target=\"_blank\" rel=\"noreferrer noopener\">Autonomous Tank<\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/04\/aufml-4ktqf.jpg\" alt=\"\" class=\"wp-image-62981\" width=\"675\" height=\"506\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/04\/aufml-4ktqf.jpg 900w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/04\/aufml-4ktqf-300x225.jpg 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/04\/aufml-4ktqf-768x576.jpg 768w\" sizes=\"(max-width: 675px) 100vw, 675px\" \/><figcaption>Ref: <a href=\"https:\/\/www.hackster.io\/andrei-ciobanu2\/autonomous-tank-6023bc\" target=\"_blank\" rel=\"noreferrer noopener\">Hackster<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>This project will teach you how to use Jetson Nano to connect to TensorFlow and make a tracked vehicle made with LEGO parts.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>What you\u2018ll need<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Pixy2-CMUcam5-Smart-Vision-Sensor-p-3091.html?queryID=1e1a7b3f832c1c1875b83f8660c8ce6c&amp;objectID=107&amp;indexName=bazaar_retailer_products\">Pixy2 Camera<\/a><\/li><li>LEGO Mindstorms EV3 Programming Brick \/ Kit<\/li><li>YDLIDAR X4, 2D Laser Scanner<\/li><li>microSDHC Card (EV3 only supports MicroSDHC cards)<\/li><li>USB-A to Micro-USB Cable<\/li><li>USB-A to Mini-USB Cable<\/li><li>USB Power Bank<\/li><li>Wi-Fi USB Adapter<\/li><li>Generic USB Sound Card Adapter<\/li><li>Small 3.5mm Microphone<\/li><li>TensorFlow <\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.hackster.io\/bandofpv\/reading-eye-for-the-blind-with-nvidia-jetson-nano-8657ed\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/www.hackster.io\/bandofpv\/reading-eye-for-the-blind-with-nvidia-jetson-nano-8657ed\"><strong>AI-Powered Irrigation Robot<\/strong><\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/04\/ayjwm-6t7s3.jpg\" alt=\"\" class=\"wp-image-62978\" width=\"675\" height=\"506\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/04\/ayjwm-6t7s3.jpg 900w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/04\/ayjwm-6t7s3-300x225.jpg 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/04\/ayjwm-6t7s3-768x576.jpg 768w\" sizes=\"(max-width: 675px) 100vw, 675px\" \/><figcaption>Ref: <a href=\"https:\/\/www.hackster.io\/dumiloghin\/the-irrigator-ai-powered-irrigation-robot-80f1d5\" target=\"_blank\" rel=\"noreferrer noopener\">Hackster<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Constantly forgetting to water your plants on time? You can build an autonomous, sustainable robot to help you care for your indoor and outdoor plants. It is also able to dispense fertilizers and pesticides, detect the water levels in the soil, and detect sick plants.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>What you\u2019ll need<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Arduino-Uno-Rev3-p-2995.html?queryID=fb1d4e894111b6c2f447e03e0a48eed8&amp;objectID=196&amp;indexName=bazaar_retailer_products\">Arduino UNO<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-I2C-Motor-Driver-with-L298.html?queryID=e73d2bd047f2b5df2adbc0a1f1c35ecb&amp;objectID=1718&amp;indexName=bazaar_retailer_products\">Grove &#8211; I2C Motor Driver with L298<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Raspberry-Pi-Camera-Module-V2.html?queryID=3a25ef5bee50f30fd62c246e24703b62&amp;objectID=375&amp;indexName=bazaar_retailer_products\">Raspberry Pi Camera V2 <\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-Ultrasonic-Distance-Sensor.html?queryID=c63736832677eddf369d527ecc14c132&amp;objectID=2281&amp;indexName=bazaar_retailer_products\">Ultrasonic Sensor \u2013 HC-Sr04 (Generic)<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-Water-Level-Sensor-10CM-p-4443.html?queryID=ac1be39e20312ad0d6ec93b20c26adbe&amp;objectID=4443&amp;indexName=bazaar_retailer_products\">Grove &#8211; Water Sensor<\/a><\/li><li>TensorFlow <\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.hackster.io\/clean-water-ai\/jetson-clean-water-ai-79a797\">Clean Water AI<\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Jetson Clean Water AI\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/TgCKbafpPJM?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><figcaption>Ref: <a href=\"https:\/\/www.hackster.io\/clean-water-ai\/jetson-clean-water-ai-79a797\">Hackster<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Ever thought of detecting water contamination without the use of chemicals? By building Clean Water AI and utilizing TensorFlow Object Detection Method and WebRTC, you\u2019ll be able to check your water source!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/7-Inch-1024x600-Capacitive-Touch-Screen-DIY-Kit-p-2932.html?queryID=27c2cdbd88eb49b825a04cc202c46c45&amp;objectID=254&amp;indexName=bazaar_retailer_products\">Display Screen<\/a> (A 7-inch 1024 x 600 IPS Display was used)<\/li><li>AmScope Microscope<\/li><li>TensorFlow <\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.hackster.io\/abdullahsadiq\/fruits-classification-with-nvidia-jetson-nano-14893a\">Fruits Classification<\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/Capture-8.jpg\" alt=\"\" class=\"wp-image-69373\" width=\"614\" height=\"327\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/Capture-8.jpg 614w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/Capture-8-300x160.jpg 300w\" sizes=\"(max-width: 614px) 100vw, 614px\" \/><figcaption>Ref:<a href=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/943683\/cover_photo_x5ZVXBBJxB.png?auto=compress%2Cformat&amp;w=900&amp;h=675&amp;fit=min\"> Hackster<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Just completed the Hello World tutorial and not sure which project to try out next? This project shows you how to make your dataset and classify the different fruits using TensorFlow example files and the camera-capture utility.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a><\/li><li>TensorFlow <\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/thenewstack.io\/tutorial-deploying-tensorflow-models-at-the-edge-with-nvidia-jetson-nano-and-k3s\/\">Deploying TensorFlow Models at the Edge<\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cdn.thenewstack.io\/media\/2020\/08\/7784b23a-k3s-tf-6-1024x307.png\" alt=\"\" width=\"768\" height=\"230\"\/><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>If you\u2019re into exploring TensorFlow running at the edge with Kubernetes, then this tutorial will show you how you can do so! By running TensorFlow models as microservices at the edge on K3s distribution, you\u2019ll be able to combine AI with IoT to Kubernetes infrastructure.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a><\/li><li>TensorFlow <\/li><li>K3s<\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/medium.com\/swlh\/nvidia-jetson-nano-custom-object-detection-from-scratch-using-tensorflow-and-opencv-113fe4dba134\"> Custom Object Detection<\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Object Detection on Jetson Nano\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/mkYTcMl5VY0?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Do you already know how to utilize the Jetson Nano in your projects and want to create your own custom object detection neural network? This project will show you everything you\u2019ll need to do so!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a><\/li><li>TensorFlow <\/li><li>OpenCV<\/li><li>Jupyter Notebook<\/li><li>RPI Camera<\/li><li>Python <a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-2GB-Developer-Kit-Wireless-Adapter-Not-Included-p-4706.html\"> <\/a><\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/github.com\/jakejang91\/Mommybot\">Mommybot<\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/user-images.githubusercontent.com\/32156141\/86340134-6fc8d780-bc8f-11ea-9077-324ea844654f.gif\" alt=\"\" width=\"654\" height=\"368\"\/><figcaption>Ref: <a href=\"https:\/\/user-images.githubusercontent.com\/32156141\/86340134-6fc8d780-bc8f-11ea-9077-324ea844654f.gif\">GitHub<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>You might be wondering what is a Mommybot? It is a personal sleep assistant that helps you manage your sleeping hours. If you\u2019re constantly sleep-deprived, this project might be your solution to that!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Seeedstudio-JetBot-Smart-Car-Powered-by-NVIDIA-Jetson-Nano-p-4054.html?queryID=e88109fe1c291d9b577dcab342f4dfe2&amp;objectID=4054&amp;indexName=bazaar_retailer_products\">JetBot<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Arduino-Uno-Rev3-p-2995.html?queryID=7c3edf34db0064c1dd1b233a22335347&amp;objectID=196&amp;indexName=bazaar_retailer_products\">Arduino-Kit<\/a> + <a href=\"https:\/\/www.seeedstudio.com\/LCD-Shield-Kit-Black-on-Green-p-1802.html?indexName=bazaar_retailer_products&amp;objectID=1141&amp;queryID=cf42e8d54f5d1743d9a276f206f360c2\">LCD<\/a><\/li><li>USB-Speaker<\/li><li>TensorFlow<\/li><li>Sklearn<\/li><li>PySerial<\/li><li>Pandas<\/li><li>VLC<a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-2GB-Developer-Kit-Wireless-Adapter-Not-Included-p-4706.html\">   <\/a><\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.hackster.io\/bandofpv\/reading-eye-for-the-blind-with-nvidia-jetson-nano-8657ed\">Reading Eye For The Blind<\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1073930\/_D6tun38AFy.blob?auto=compress%2Cformat&amp;w=900&amp;h=675&amp;fit=min\" alt=\"\" width=\"675\" height=\"506\"\/><figcaption>Ref: <a href=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1073930\/_D6tun38AFy.blob?auto=compress%2Cformat&amp;w=900&amp;h=675&amp;fit=min\">Hackster<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Ever wanted to build something to help the visually impaired? This project aims to aid those with poor vision or reading disabilities and hear printed and handwritten text by converting recognized sentences into synthesized speech.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\"><\/a><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Raspberry-Pi-Camera-Module-V2.html?queryID=c8710b34966614e72014ba7c3e24eca9&amp;objectID=375&amp;indexName=bazaar_retailer_products\">Raspberry Pi Camera Module V2<\/a><\/li><li>Flex Cable for Raspberry Pi Camera<\/li><li>USB Keyboard and Mouse<\/li><li>5V 2.5A Power Supply With Micro USB Cable<\/li><li>32GB Micro SD Card<\/li><li>Computer Display<\/li><li>Arducam 8MP Wide Angle Drop-in Replacement<\/li><li>Power Bank<\/li><li>Edimax Wi-Fi USB Adapter<\/li><li>USB to 3.5mm Jack Audio Adapter<\/li><li>2.0 A-Male to Micro B USB Cable<\/li><li>Mini LED Arcade Button<\/li><li>Illuminated Toggle Switch with Cover<\/li><li>Noctua NF-A4x20 5V Fan<\/li><li>TensorFlow<\/li><li>OpenCV<\/li><li>Google Cloud Vision &amp; Text-to-Speech API<\/li><li>3D Printer<\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.hackster.io\/mixpose\/mixpose-722df5\">MixPose<\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-video aligncenter\"><video controls src=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1073059\/ezgif_com-crop_(2)_RLgjHTD7YY.gif?auto=compress&amp;gifq=35&amp;w=900&amp;h=675&amp;fit=min&amp;fm=mp4\"><\/video><figcaption>Ref: <a href=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1073059\/ezgif_com-crop_(2)_RLgjHTD7YY.gif?auto=compress&amp;gifq=35&amp;w=900&amp;h=675&amp;fit=min&amp;fm=mp4\">Hackster<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Want to attend yoga or fitness classes in the comfort of your home? With this project, your yoga or fitness instructors could guide you through without the need to meet face to face, which could be very useful during times of pandemic!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\"><\/a><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/7-Inch-LCD-Cape-for-Beagle-Bone-Black-Touch-Display-p-1697.html?queryID=8ca782ba2259ae12fade68cee25975e0&amp;objectID=1210&amp;indexName=bazaar_retailer_products\">LCD Cape Touch Display<\/a><\/li><li>NVIDIA Shield TV Pro<\/li><li>Webcam<\/li><li>NVIDIA JetPack SDK<\/li><li>TensorFlow<\/li><li>Android Studio<\/li><li>3D printer<\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/towardsdatascience.com\/building-a-bot-that-plays-videos-for-my-toddler-597330d0005e\">Qrio<\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Dexie saw and played with Qrio for the first time.\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/WIIX3dM1_Y8?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><figcaption>Ref: <a href=\"https:\/\/youtu.be\/WIIX3dM1_Y8\">towardsdatascience<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>If you have a toddler who is curious about everything, this might be the perfect project to build for your kid! Using an object detection AI model, game engine, and a few other software, you\u2019ll be able to get your bot which can speak, recognize a toy, and play a relevant video on YouTube for him\/her!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\"><\/a><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a><\/li><li>TV<\/li><li><a href=\"https:\/\/www.seeedstudio.com\/IMX219-130-Camera-130-FOV-Applicable-for-Jetson-Nano-p-4606.html?queryID=6848e6633b278e4c46b914c19986b184&amp;objectID=4606&amp;indexName=bazaar_retailer_products\">IMX219 Camera<\/a><\/li><li>TensorFlow<\/li><li>Amazon Polly Text-to-Speech<\/li><li>Selenium Automation Framework<\/li><li>Game Engine with Skeleton Animation System<\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">PyTorch Projects<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.hackster.io\/tomasz-lewicki\/fire-detecting-drone-1ae9bf\">Fire Detecting Drone<\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1073977\/_flC3dz9wCD.blob?auto=compress%2Cformat&amp;w=900&amp;h=675&amp;fit=min\" alt=\"\" width=\"675\" height=\"506\"\/><figcaption>Ref: <a href=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1073977\/_flC3dz9wCD.blob?auto=compress%2Cformat&amp;w=900&amp;h=675&amp;fit=min\">Hackster<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>This project seeks to detect wildfires early to prevent casualties. An autonomous drone is deployed to detect wildfires using Computer Vision and Convolutional Neural Networks.&nbsp;To train the ML of the drone, a domain-specific fire dataset of 2,000 images consisting of drone imagery from real-world fire scenarios can be found <a href=\"https:\/\/drive.google.com\/drive\/folders\/1jzMxBJWlZ7jv4z3LEKtQfp84Ptk2VXyV\">here<\/a>.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\"><\/a><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Pixhawk-4-Advanced-Flight-Controller-p-3069.html?queryID=2c02c524bde5f631bf16be1f1cf41c28&amp;objectID=129&amp;indexName=bazaar_retailer_products\">PX4 Pixhawk<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Raspberry-Pi-Camera-Module-V2.html?queryID=141b75a15175987693042069c0d85f28&amp;objectID=375&amp;indexName=bazaar_retailer_products\">Raspberry Pi Camera Module V2<\/a><\/li><li>FLIR lepton 3<\/li><li>PyTorch<\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/devpost.com\/software\/dbse-monitor\"><\/a><a href=\"https:\/\/devpost.com\/software\/dbse-monitor\"><strong>Drowsiness, Blind Spot and Emotions (DBSE) Monitor<\/strong><\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"DBSE-monitor - PyTorch Summer Hackathon @NVIDIADeveloper\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/rNhcBHKiGik?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>This project is an in-car assistance system that alerts drivers if they are drowsy or distracted and notifies them about the objects in the blindspots.&nbsp;<\/p>\n\n\n\n<p>There are 3 different systems built in:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Drowsiness Detection &#8211; detects a person\u2019s drowsiness level and notifies the user about his state and whether he can drive. It also measures the driver\u2019s attention and if he is falling asleep while at the wheel.&nbsp;<\/li><li>Emotion Detection &#8211; detects the driver&#8217;s state (drowsy or distracted). If it is positive, a powerful alarm will sound off to wake the driver.&nbsp;It also plays music to generate positive responses for the driver using a facial feature analyzer. <\/li><li>Driving Monitor &#8211; detects the traffic condition and acts as an automobile\u2019s blind spot detector.&nbsp;<\/li><\/ul>\n\n\n\n<p>It also has an inbuilt accelerometer to generate a call to emergency services if an accident were to happen. <\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\"><\/a><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a>  <\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Seeed-XIAO-ESP32C3-p-5431.html?queryID=6b9c1ac902ce5b1ed75b6d22a7da5ae8&amp;objectID=5431&amp;indexName=bazaar_retailer_products\">ESP32<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-OLED-Display-0-96-SSD1315-p-4294.html?queryID=79fee117ee1601a0729d6d6d2c37b638&amp;objectID=4294&amp;indexName=bazaar_retailer_products\">0.96&#8243; OLED Display<\/a><\/li><li>Power Inverter for Car<\/li><li>Bluetooth Speaker or Bluetooth Audio Car System<\/li><li>USB TP-Link USB Wifi Adapter TL-WN725N<\/li><li>UGREEN USB Bluetooth 4.0 Adapter<\/li><li>HD Webcam<\/li><li>32 GB MicroSD Card<\/li><li>5V-4A AC\/DC Adapter Power Supply Jack Connector<\/li><li>VMA204<\/li><li>PyTorch<\/li><li>JetPack 4.3<\/li><li>YOLOv3<\/li><li>OpenCV<\/li><li>Twilio<\/li><li>Arduino IDE<\/li><li>Mosquitto MQTT <\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/github.com\/bastulli\/AutoCarJetsonNano\"><\/a><a href=\"https:\/\/github.com\/bastulli\/AutoCarJetsonNano\"><strong>Auto Car<\/strong><\/a><strong>&nbsp;<\/strong><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/github.com\/bastulli\/AutoCarJetsonNano\/raw\/master\/media\/JetsonNanoCarPytorch.gif\" alt=\"\"\/><figcaption>Ref: <a href=\"https:\/\/github.com\/bastulli\/AutoCarJetsonNano\/raw\/master\/media\/JetsonNanoCarPytorch.gif\">Github<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Want to build an autopilot remote car to play with during your free time? With this project, you\u2019ll be able to do so with the help of a few software!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a>  <\/li><li><a href=\"https:\/\/www.seeedstudio.com\/IMX219-77-Camera-77-FOV-Applicable-for-Raspberry-Pi-V2-Camera-p-4605.html?queryID=0d62e2c8220317a76d4532c15dcbff5c&amp;objectID=4605&amp;indexName=bazaar_retailer_products\">IMX219 Camera<\/a><\/li><li>Servo Driver<\/li><li>WiFi Chip<\/li><li>Wifi Antenna<\/li><li>PS4 Controller<\/li><li>1\/10 4wd Car Chassis<\/li><li>Brushed Motor<\/li><li>Standard Analog Servo<\/li><li>45A Brushed Car ESC<\/li><li>5000mAh 2S 7.4V 60C Hardcase Pack<\/li><li>PyTorch<\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/medium.com\/@heldenkombinat\/image-recognition-with-pytorch-on-the-jetson-nano-fd858a5686aa\"><\/a><a href=\"https:\/\/medium.com\/@heldenkombinat\/image-recognition-with-pytorch-on-the-jetson-nano-fd858a5686aa\"><strong>Image Recognition&nbsp;<\/strong><\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"567\" height=\"192\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/Capture-9.jpg\" alt=\"\" class=\"wp-image-69374\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/Capture-9.jpg 567w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2022\/08\/Capture-9-300x102.jpg 300w\" sizes=\"(max-width: 567px) 100vw, 567px\" \/><figcaption>Ref: <a href=\"https:\/\/medium.com\/@heldenkombinat\/image-recognition-with-pytorch-on-the-jetson-nano-fd858a5686aa\">Medium<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>If you\u2019re a beginner who has just learned to set up your Jetson Nano, this project will teach you how to use pre-trained models to train a model from scratch and do transfer learning!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>What you&#8217;ll need<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\"><\/a><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a>  <\/li><li>PyTorch<\/li><li>pillow<\/li><li>matplotlib<\/li><li>torchvision<\/li><\/ul>\n\n\n\n<p>Interested? Do check out this project and learn how to train models!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.hackster.io\/nickbild\/tipper-3acf9b\">Tipper<\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-video aligncenter\"><video controls src=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1029782\/video.gif?auto=compress&amp;gifq=35&amp;w=900&amp;h=675&amp;fit=min&amp;fm=mp4\"><\/video><figcaption>Ref: <a href=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1029782\/video.gif?auto=compress&amp;gifq=35&amp;w=900&amp;h=675&amp;fit=min&amp;fm=mp4\">Hackster<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Have a spare nerf gun you\u2019d like to repurpose as a ball launcher? This project shows you how to pitch a ball, and then it\u2019ll tell you whether it is in or out of the strike zone!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/Jetson-Xavier-AGX-H01-Kit-p-5283.html?queryID=70687e6af08c63a647c1f44c4e2731ca&amp;objectID=5283&amp;indexName=bazaar_retailer_products\">Jetson AGX Xavier<\/a> (used in the project) \/ <a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a>  <\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-MOSFET.html?queryID=27835db55facee2949a4f083eb0a4b09&amp;objectID=1294&amp;indexName=bazaar_retailer_products\">Power MOSFET<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-Breadboard-p-4034.html?queryID=94ae870487cb6e342170af5505424b26&amp;objectID=4034&amp;indexName=bazaar_retailer_products\">2x Breadboard<\/a><\/li><li>USB camera with minimum 100FPS @ 640&#215;480<\/li><li>3V-5V Logic Level Shifter<\/li><li>Red and Green LEDs<\/li><li>45 Newton or greater Solenoid<\/li><li>Nerf Dog Tennis Ball Launcher<\/li><li>Miscellaneous copper wire<\/li><li>PyTorch<\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.hackster.io\/dnhkng\/aiot-artificial-intelligence-on-thoughts-f62249\">AIoT &#8211; Artificial Intelligence on Thoughts<\/a><\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1064985\/_5jBZzuJXWT.blob?auto=compress%2Cformat&amp;w=900&amp;h=675&amp;fit=min\" alt=\"\" width=\"675\" height=\"506\"\/><figcaption>Ref: <a href=\"https:\/\/hackster.imgix.net\/uploads\/attachments\/1064985\/_5jBZzuJXWT.blob?auto=compress%2Cformat&amp;w=900&amp;h=675&amp;fit=min\">Hackster<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Do you want to build an artificial intelligence-powered device that allows you to interface your brain with your hardware and software project directly? This project will show you how to build a neural network from scratch!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">What you&#8217;ll need:<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\"><\/a><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\"><\/a><a href=\"https:\/\/www.seeedstudio.com\/NVIDIA-Jetson-Nano-Development-Kit-B01-p-4437.html\">Jetson Nano<\/a><\/li><li><a href=\"https:\/\/www.seeedstudio.com\/Grove-Breadboard-p-4034.html?queryID=ff85044f9d2f65aa84b85fecfd69b9c6&amp;objectID=4034&amp;indexName=bazaar_retailer_products\">Breadboard<\/a><\/li><li>EEG device<\/li><li>TPLINK TLWN823N Wifi stick<\/li><li>2 x Resistor 10k ohm<\/li><li>2 x Resistor 330 ohm<\/li><li>2 x General Purpose Transistor NPN<\/li><li>Male\/Female Jumper Wires<\/li><li>PyTorch<\/li><li>Python 3<\/li><li>NVIDIA Jetson Nano Image Software<\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Summary<\/h2>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>And that&#8217;s all the Jetson Nano projects for now! We hope you&#8217;ll find some of the projects interesting. Should you need further resources on Jetson Nano and Machine Learning in general, do click on the links under resources to find out more!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Resources<\/h2>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.zdnet.com\/article\/what-is-machine-learning-everything-you-need-to-know\/\">What is machine learning? Everything you need to know<\/a><\/li><li><a href=\"https:\/\/www.bmc.com\/blogs\/machine-learning-ai-frameworks\/\">Top Machine Learning Frameworks To Use in 2020<\/a><\/li><li><a href=\"https:\/\/developer.nvidia.com\/embedded\/learn\/get-started-jetson-nano-devkit\">Getting Started with Jetson Nano Developer Kit<\/a><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>NVIDIA\u2019s Jetson Nano has excellent GPU capabilities, making it a popular choice for Machine Learning<\/p>\n","protected":false},"author":3529,"featured_media":38638,"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":[1340,1825,1313,142,1315,1284],"class_list":["post-38590","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-jetson-nano","tag-jetson-nano-developer-kit","tag-nvidia-jetson-nano","tag-open-hardware","tag-pytorch","tag-tensorflow"],"yoast_head":"<!-- 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Jetson Nano has great GPU capabilities which makes it not only a popular choice for Machine Learning (ML), it is also often used for gaming and CUDA based computations.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.seeedstudio.com\/blog\/2021\/02\/02\/jetson-nano-machine-learning-projects-you-need-to-try\/\" \/>\n<meta property=\"og:site_name\" content=\"Latest News from Seeed Studio\" \/>\n<meta property=\"article:published_time\" content=\"2021-02-02T07:23:03+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-09-09T03:33:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2020\/12\/Jetson-Nano-machine-learning-projects-you-need-to-try.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2240\" \/>\n\t<meta property=\"og:image:height\" content=\"1260\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Gigi\" \/>\n<meta name=\"twitter:card\" 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