Seeed Monthly Wrap-Up for January: Explore Machine Learning and Beyond

Boost your knowledge with 11 in-depth tech exploration offering expert insight, 9 fascinating industrial case studies, 4 product and service showcases that will leave you in awe. Prepare for 9 latest Seeed news and event highlights. Dive into the vibrant open-source community with 3 inspiring projects. Let’s jump right in!

Hey community,


How’s 2024 treating you so far?

Welcome to the latest edition of Seeed Monthly! This month, we’re diving deep into the fascinating world of machine learning (ML) and exploring its myriad applications across various industries. From cutting-edge developments to practical tutorials, we’ve curated a diverse range of content to keep you informed and inspired. 

Boost your knowledge with 11 in-depth tech exploration offering expert insight, 9 fascinating industrial case studies, 4 product and service showcases that will leave you in awe. Plus, prepare for 9 latest Seeed news and event highlights. Dive into the vibrant open-source community with 3 inspiring projects. Let’s jump right in!

📚 I. In-depth Feature & Tech Exploration

Machine learning lets computers learn from data and make decisions or predictions without being explicitly programmed. It’s applicable in various industries, from improving healthcare with predictive diagnostics to detecting pollution to protect the environment, optimizing retail supply chains, and advancing autonomous vehicle technology. Machine learning helps to enhance our lives, and with compact machine learning modules, it’s become accessible for everyone to explore and innovate in our daily routines.

01. How to Format the Output of LLM Using Langchain on Jetson

Learn to use Langchain to format the output of large language models and deploy it on edge computing devices. Check Out today.

02. Generative AI at the Edge Fundamentals: What is it and how it works?

Curious about Generative AI and its applications on the Edge? Unlock insights into key topics like Transformer, Foundation Models, LLM, CLIP, and more. Find more details here.

03. Local Voice Chatbot : Deploy Riva and Llama2 on reComputer

Learn to build a secure, private, and fast-responding voice interaction system using Nvidia Riva and Meta Llama2. Check out today.

04. 2024 MCU AI Vision Boards: Performance Comparison

Check out the performance comparison of MCU AI Vision Boards, including insights into the newly announced Grove Vision AI Module V2. 

Click for more.

05. Pose Landmark Detection on Raspberry Pi-powered HMIs at the Edge

Learn to integrate pose landmarks detection on Raspberry Pi devices for enhanced real-time processing. Read more.

06. Magic Mirror: Transforming Home Automation with Raspberry Pi-powered reTerminal DM using Gestures

Revolutionize safety, hygiene, and accessibility with innovative gesture-driven controls. Learn more.

07. Connect Grove Vision AI V2 to Home Assistant

Learn to integrate Grove Vision AI V2 into Home Assistant and elevate your smart home setup with advanced visual sensing capabilities. Check out the tutorial now.

08. Developing Grove Vision AI V2 using Himax SDK


Learn how to effectively utilize microSD cards and PDM microphones on your Grove Vision AI device. Find out more.

09. AI Model Development and Deployment on the Edge: All in One-Jetson

Explore the benefits of completing AI development and deployment workflow on the edge. Continue to explore more detailed blogs and tutorials on our website! Check out today.

10. 4 Most Promising LPWAN Connectivity: A Comprehensive Comparison of LoRaWAN, Amazon Sidewalk, Helium, and Cat-M

In this blog post, we’re sheding the spotlight on four of the most promising and rapidly-emerging LPWAN technologies that are shaping the future of IoT, to provide a comprehensive understanding of these LPWAN options. Check out now.

11. Are my PCBs Single or Double-Layered? Seeed Fusion PCB Know-how

With everyone resorting to learning online, there’s no better time to share knowledge freely on the wide worldwide web. So, we thought we’d share some practical and up-to-date PCB manufacturing know-how based on real problems and questions we encounter. Find out more.

🎬 II. Industrial Case Studies

Explore real-world applications of Seeed products in the exciting realm of machine learning and beyond. From edge computing devices to sensor modules and development boards, Seeed’s innovative solutions are empowering developers to build smarter, more efficient systems. 

01. Seeed Studio Edge AI Success Stories

How many Seeed Studio Edge AI Success Stories on NVIDIA Jetson Series? The answer, of course, is unknown, as the success stories will continue to grow! Discover how Seeed Studio Edge AI is revolutionizing various industries. Discover More.

02. AI Fire Fighting Robot for Comprehensive Investigation as the Fast Response

As front-line personnel, the fire rescue department bears tremendous work intensity, risking their lives to guard everyone’s safety. The fire detection robot can be used as the first echelon to complete fire detection and fire fighting, which greatly expands the practicing scope and ability of the fire rescue team. Read more here.


03. Integrating Computer Vision, Edge Computing, and IoT on Raspberry Pi HMIs

The adoption of Edge AI, integrating on-device machine learning with localized processing, has overcome challenges such as network issues and privacy concerns. In this blog, we are going to explore different applications in security, surveillance, and manufacturing domains where we can use computer vision and IoT capabilities. Click for more. 

04. Edge Industrial Product Quality Inspection to Facilitate Production Line Automation

Leveraging the integration of computer vision design, Jetson hardware components, and advanced image recognition algorithms, the system achieves swift and precise detection of product appearance quality. This enables the efficient quantitative storage of comprehensive product-quality data samples. Explore more.

05. Improving the Efficiency of Logistics Dispatch for Huge Storage

The efficiency of transporting goods from loading docks to retail warehouses could be one of the most crucial parts to see if the companies can optimize logistics management. Edge AI, trained to detect available space, can optimize logistics management to improve efficiency. Read More.

06. Edge AI Zebra Crossing Detection through Dashcam on the Road

The edge intelligent device provides a fast and accurate solution based on the YOLO algorithm, effectively identifying zebra crossings and judging whether vehicles cross the line from the perspective of a dashcam. Click for more. 

07. AI Drone Infrastructure Inspection to Free Dangerous Human Operation

To replace the human workload with much convenience and ease, the drone detection system powered by reComputer J3011 with NVIDIA Jetson Orin Nano makes tiny detecting tasks happen. Explore more.

08. AI-powered Medical Sample Image Validation for Better Analysis and Diagnosis

By analyzing and processing large-scale images, and then analyzing their imaging quality, edge equipment can help medical experts quickly determine whether the microscope slide sample is defective or contaminated, and take timely rescue measures before the next research investment. Read More.

09. Electricity Distribution Network Monitoring to Resist Natural Disasters and External Attacks

Ensuring the operation, maintenance, and safety monitoring of high-voltage transmission line facilities stands as a pivotal task for the national power grid. Edge Jetson Xavier NX-based solutions enable comprehensive, round-the-clock intelligent monitoring of the power grid. Click for more. 

📰 III. Product & Service Showcases

Stay up-to-date with the latest product releases from Seeed. Discover new tools, platforms, and services designed to streamline your workflow and accelerate innovation in your projects.

01. Grove Vision AI v2 – Powered by Arm, Himax and Seeed Studio​

Say hello to the Grove Vision AI Module v2 – the world’s first MCU-based module featuring Arm Cortex-M55 and Ethos-U55! This smart vision module, powered by the WiseEye2 HX6538 processor from Himax Technologies, Inc., integrates Arm Helium technology, which is finely optimized for vector data processing. Find out more here.

02. Generative AI at the Edge

Discover our GenAI collection to uncover its infinite possibilities with NVIDIA Robotics Jetson Orin Edge devices. Read more.

03. A608 Jetson Orin NX/Nano Carrier Board is Ready to Go!

The A608 carrier board is a good choice for handling computer vision tasks, robotics/drone development, and intelligent Generative AI applications in diverse industries. Discover More.

04. Seeed Studio Accelerates Vision AI and Generative AI at the Industrial Edge with NVIDIA

Seeed Studio Accelerates Vision AI and Generative AI at the Industrial Edge with NVIDIA

Seeed Studio, an Elite partner of the NVIDIA Partner Network, announced it is bringing NVIDIA Metropolis Microservices on Jetson to their reThings hardware platform, powered by NVIDIA Jetson Orin. The collaboration offers a modern, microservices-based software stack to streamline workflows for developing vision AI and generative AI applications — from AI creation and building inference pipelines to scalable deployment. Read more.

👩‍💻 IV. News & Event Highlights

Get the inside scoop on recent events and news. Gain valuable insights, key takeaways, and highlights from industry experts and thought leaders at the forefront of ML innovation.

01. Seeed Studio Monthly chatCEO Live on Youtube

Seeed launches a new program this year: 𝗠𝗼𝗻𝘁𝗵𝗹𝘆 𝗰𝗵𝗮𝘁𝗖𝗘𝗢 𝗟𝗶𝘃𝗲 𝗼𝗻 𝗬𝗼𝘂𝗧𝘂𝗯𝗲! Each month will feature a different tech theme, with our CEO, Eric Pan, sharing the latest product updates, project demos, and exclusive deals. On January 26th, our theme is 𝗔𝗜+𝗲𝘃𝗲𝗿𝘆𝘁𝗵𝗶𝗻𝗴 𝗶𝗻 𝗖𝗘𝗦 𝗮𝗻𝗱 𝗯𝗲𝘆𝗼𝗻𝗱. Watch the recap where Eric Pan and Christina Chen explored the world of Machine Learning live on air.

02. Year in Review: Seeed Studio in 2023 — A Symphony of Innovation, Growth and Unforgettable Moments!

As we bid farewell to 2023, we find ourselves reflecting on the experiences and achievements that have defined this remarkable year. Buckle up, because we’re about to take you on a journey through the highlights that made 2023 truly unforgettable. More info.

03. Edge AI Jeston Full System Now Available in C.R.G!

Don’t forget to explore our powerful edge device reComputer powered by NVIDIA Robotics Jetson Orin NX or Xavier NX at C.R.G Electronics in Israel! Explore the infinite possibilities with Seeed and C.R.G. Electronics, our Edge AI options are designed to elevate your AI applications to the next level. Find out more.


04. See you soon at GTC 2024! 

Join us at the exhibition as we’ll share the emerging edge AI products powered by the NVIDIA Robotics Jetson platform. Together with our software ecosystem partners, we deliver Edge AI power into diverse industry scenarios, whether for security management, operation efficiency improvement, or autonomous machine development. Mark your calendar and schedule a meet-up with us on the upcoming GTC 2024! More info.

05. Announcing the Champions of the OpenCV AI Competition 2023

We’ve been following the amazing journey of the “OpenCV AI Competition 2023” on Hackster. The competition was a resounding success, pulling 177 project submissions and welcoming over 1500 developers. As a sponsor for the competition, we are glad to provide valuable coupons for the 23 winners. Let’s dive into the highlight reel and spotlight six spectacular projects that not only wowed the judges but also won the hearts of the community. Find out more.


06. Leveraging LoRaWAN in Tracking Solutions for Healthcare

Join our upcoming webinar where we’re partnering with 2 of our long-term partners LORIOT and Traxmate dive into the world of LoRaWAN Tracking Solutions in Healthcare and get your questions answered LIVE by industry experts including Ingi Diego, Andreas Ekengren, and Kevin Yang! Register Now.

07. A Journey Towards a Sustainable Future: Seeed’s Sustainability Report for 2023

Seeed Studio recognized the importance of integrating sustainability into our corporate culture, business practices, and product offerings. This sustainability report highlights our achievements in sustainability initiatives, and showcase how our products contribute to sustainable development across various industries throughout 2023! More info.

08. YOLO VISION 2023 hosted by Ultralytics

Insights from YOLO VISION 2023: Upgrade Your Camera with Seeed Studio. Join Elaine Wu as she delves into the transformative potential of Edge AI and AIoT applications using, video analytics, deployment of Ultralytics YOLOv8 as well as AI models to low-power Edge AI devices. Find out more.


09. 【Exciting 2024 Kickoff Offer🤩】Up to 99 Pcs! Enjoy FREE Assembly for Your First PCBA Order!

【Exciting 2024 Kickoff Offer】Up to 99 Pcs! Enjoy FREE Assembly for Your First PCBA Order!

Get FREE assembly (up to 99 pcs for one order) on your first PCBA order placed in 2024. Whether you’re a new or returning customer, this exclusive deal is yours to seize! Place your order now and experience hassle-free assembly on us!

🌈 V. Community Project Spotlight

Celebrate the creativity and ingenuity of our community members with featured projects and ideas in machine learning. From open-source libraries to DIY solutions, there’s no shortage of inspiration to be found among our talented community.

01. Seeed Project of the Month – Machine Learning (January)

Every month, we’ll select 4 amazing community projects to run “Seeed Project of the Month” campaign, and invite the community to vote on the top winning project on LinkedIn. The winner can get a $200 or more coupon for the next project promotion, and we will select two lucky voters to get a $30 coupon for exploration. The winner of this month is Garbage Detection using Drone and Computer Vision by Timothy Malche. Check it out

02. Garbage Detection using Drone and Computer Vision

Discover a smart solution by Timothy Malche, using a drone equipped with a camera and Seeed Studio XIAO ESP32S3 board to detect garbage in the cities and send alerts via IoT. Learn more.

03. Gesture Controlled Smart WiFi Clock

This project shows you how to use our Grove Smart IR Gesture Sensor and XIAO ESP32S3 to create a smart clock that can display the date, time, alarm, weather, and world time with precision and clarity. You can also set the alarm, change the time zone, toggle the backlight, and switch to silent mode with just a few waves of your hand. Find out more.

That’s all for today, thank you all for reading through this October & November Monthly Wrap-up in your spare time. (It is indeed a fruitful month!) If you wanna share what projects you’re working on, shoot us a tweet @seeedstudio, let us know on LinkedIn and Discord, or publish your project on our Project Hub on Hackster.




If you’re new to this session, here is a brief intro. We have gotten dozens of requests over the years for a Seeed Monthly Newsletter. Although we already have a newsletter for weekly updates, we still need a place to host overall information about what’s happened on a monthly basis. It can offer an efficient and friendly way to get updated for the whole community. And that’s what we expect for our Seeed Monthly Wrap-ups. Instead of putting it as a subscribe-to-read format, we’re publishing them on our blog, so as to keep it as open and accessible as possible for the whole community. For each entry, we will cover awesome projects from the community, campaigns that we are running, new products, IIoT Solutions, and even secret recipes for prototyping and manufacturing.


Previous Monthly Wrap-ups:

Year in Review: Seeed in 2023

Recap for October & November

Recap for September 2023

Recap for August 2023

Recap for July 2023

Recap for June 2023

Recap for May 2023

Recap for April 2023

Recap for March 2023

Recap for January & February 2023

Year in Review: Seeed in 2022

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1 thought on “Seeed Monthly Wrap-Up for January: Explore Machine Learning and Beyond

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February 2024