Turn a #microcontroller into a magic wand with #TinyML check out practical builds by @0xsalfar Click here: youtube.com/watch?v=TB84_C…

fossasia's tweet image. Turn a #microcontroller into a magic wand with #TinyML check out practical builds by @0xsalfar   
Click here: youtube.com/watch?v=TB84_C…

Tiny Machine Learning and On-Device Inference: A Survey of Applications, Challenges, and Future Directions mdpi.com/1424-8220/25/1… #TinyML #IoT

Sensors_MDPI's tweet image. Tiny Machine Learning and On-Device Inference: A Survey of Applications, Challenges, and Future Directions
mdpi.com/1424-8220/25/1…
#TinyML #IoT

Trying to build something cool, hopefully I can pull it off before I pull all my hair out. 🤞🏾 #embeddedai #tinyml

busoyeom's tweet image. Trying to build something cool, hopefully I can pull it off before I pull all my hair out. 🤞🏾

#embeddedai #tinyml

Running deep learning models on microcontrollers has gained mainstream popularity among silicon vendors and #firmware developers. My latest article examines the state of the #TinyML runtime offerings in 2025. 👇👇👇 Link in replies #microcontroller #embedded #AI #MachineLearning

ShawnHymel's tweet image. Running deep learning models on microcontrollers has gained mainstream popularity among silicon vendors and #firmware developers. My latest article examines the state of the #TinyML runtime offerings in 2025.
👇👇👇
Link in replies

#microcontroller #embedded #AI #MachineLearning

Getting ready for a #TinyML workshop in #Malawi!

marcozennaro's tweet image. Getting ready for a #TinyML workshop in #Malawi!
marcozennaro's tweet image. Getting ready for a #TinyML workshop in #Malawi!

OK Computer, can you hear me now? #TinyML has enabled our portable devices and browsers to convert speech to text on demand! Have you added it to a project before?


TinyML + wired Ethernet = occupancy that just works. W55RP20-EVB-Pico reads a TinyML watcher and serves a local web page (Occupied/Vacant) with no Wi-Fi, no cloud lag. Where would you deploy it—meeting rooms, classrooms, or labs? #IoT #TinyML @Raspberry_Pi

WiznetTeam's tweet image. TinyML + wired Ethernet = occupancy that just works.
 W55RP20-EVB-Pico reads a TinyML watcher and serves a local web page (Occupied/Vacant) with no Wi-Fi, no cloud lag.
Where would you deploy it—meeting rooms, classrooms, or labs?
#IoT #TinyML @Raspberry_Pi

Not to be missed! Register soon as places will go like hot (silicon) pancakes 😉 Best place to learn about @risc_v open hardware @openhwgroup , open EDA @OpenROAD_EDA @YosysHQ Tinyml #tinyml based on @pulp_platform chips, computer architecture and much more!

PULP is proudly announcing EFCL Summer School on Open Source IC Design and Computer Architectures, June 3-7 in Zurich. 4 parallel tracks, keynotes from Yale, Andrew, @LucaBeniniZhFe & @_onurmutlu_. Early registration is open, hurry up, places are limited: efcl.ethz.ch/efcl-summer-sc….

pulp_platform's tweet image. PULP is proudly announcing EFCL Summer School on Open Source IC Design and Computer Architectures, June 3-7 in Zurich. 4 parallel tracks, keynotes from Yale, Andrew, @LucaBeniniZhFe & @_onurmutlu_. Early registration is open, hurry up, places are limited: efcl.ethz.ch/efcl-summer-sc….


From the lab to your bathroom: #TinyML enables toothbrushes to think for themselves. 🔍 #Edge AI enables real-time coaching, dental diagnostics and smarter brushing — faster, more private and entirely offline. 🔗 mou.sr/42BIvfM

MouserElecEU's tweet image. From the lab to your bathroom: #TinyML enables toothbrushes to think for themselves. 🔍

#Edge AI enables real-time coaching, dental diagnostics and smarter brushing — faster, more private and entirely offline. 🔗 mou.sr/42BIvfM

In the October 2025 issue of IEEE Design & Test Magazine, read about tinyML, an industry view on #EdgeAI, leveraging RISC-V for HW/SW codesign of flexible and efficient #tinyML SoCs, and more! 🔗 Read more: loom.ly/aeG6K4Y 💻 Subscription options: loom.ly/e24d6bg


In 2025, I found myself at a crossroads. Burnt out from years in marketing, I took a leap of faith into the world of numbers and data. My journey began with a fascination for #TinyML and #AutoML, which quickly became my new passion. Over the next 12 months, I immersed myself in…


This tiny device can predict air pollution from a single photo! 📸@lucascreator built an AI system on the @UNIHIKER K10 that analyzes landscape images to estimate air quality - all running locally on a microcontroller! 🤖For more details: instructables.com/Predict-Air-Po… #TinyML #EdgeAI


Have you ever been angry because someone was smoking in a clearly designated non-smoking area? What if we put an #AI security guard in a no-smoking area and help monitor and stop those who smoke? SenseCAP Watcher uses on-device #tinyML models for efficient people, object, and…


Latency and connectivity dependencies are major hurdles for cloud-based robotics. Edge AI reduces response times to milliseconds, which is critical for applications like manufacturing and surgical robots. #TinyML #AI iotforall.com/edge-ai-tiny-m…


Exciting day at #tinyML Taipei! Now #EdgeAIFoundation! Ken Wu's presentation on BrainChip’s unique tech drew great Q & A, with the LLM+RAG demo using TENNs impressing attendees. Thanks to everyone who joined us!

BrainChip_inc's tweet image. Exciting day at #tinyML Taipei! Now #EdgeAIFoundation! Ken Wu's presentation on BrainChip’s unique tech drew great Q & A, with the LLM+RAG demo using TENNs impressing attendees. Thanks to everyone who joined us!
BrainChip_inc's tweet image. Exciting day at #tinyML Taipei! Now #EdgeAIFoundation! Ken Wu's presentation on BrainChip’s unique tech drew great Q & A, with the LLM+RAG demo using TENNs impressing attendees. Thanks to everyone who joined us!

These are some of the equipment we will use for small prototypes at #Neurai. All of them are compatible with AI software such as #tinyML, #TensorFlow or #PyTorch. #XNA $XNA #AI #IoT #Blockchain #POW More information about each board in this thread 👇

neuraiproject's tweet image. These are some of the equipment we will use for small prototypes at #Neurai.

All of them are compatible with AI software such as #tinyML, #TensorFlow or #PyTorch.

#XNA $XNA #AI #IoT #Blockchain #POW

More information about each board in this thread 👇

We're live at the #tinyML event today! If you are in attendance, stop by & check out our live BrainChip x NVISO Human Behavior demo + learn more about how Akida is driving AI at the speed of tomorrow.

BrainChip_inc's tweet image. We're live at the #tinyML event today! If you are in attendance, stop by & check out our live BrainChip x NVISO Human Behavior demo + learn more about how Akida is driving AI at the speed of tomorrow.

Where conditional logic stops, machine learning begins 🧠 In embedded systems, if/else rules can only go so far But frameworks like Edge Impulse and TensorFlowLite Micro are helping microcontrollers learn instead of just react #Embedded #TinyML #EdgeImpulse #TensorFlowLite #esp32

Smart__Ayo's tweet image. Where conditional logic stops, machine learning begins 🧠
In embedded systems, if/else rules can only go so far
But frameworks like Edge Impulse and TensorFlowLite Micro are helping microcontrollers learn instead of just react
#Embedded #TinyML #EdgeImpulse #TensorFlowLite #esp32

Running deep learning models on microcontrollers has gained mainstream popularity among silicon vendors and #firmware developers. My latest article examines the state of the #TinyML runtime offerings in 2025. 👇👇👇 Link in replies #microcontroller #embedded #AI #MachineLearning

ShawnHymel's tweet image. Running deep learning models on microcontrollers has gained mainstream popularity among silicon vendors and #firmware developers. My latest article examines the state of the #TinyML runtime offerings in 2025.
👇👇👇
Link in replies

#microcontroller #embedded #AI #MachineLearning

TinyML + wired Ethernet = occupancy that just works. W55RP20-EVB-Pico reads a TinyML watcher and serves a local web page (Occupied/Vacant) with no Wi-Fi, no cloud lag. Where would you deploy it—meeting rooms, classrooms, or labs? #IoT #TinyML @Raspberry_Pi

WiznetTeam's tweet image. TinyML + wired Ethernet = occupancy that just works.
 W55RP20-EVB-Pico reads a TinyML watcher and serves a local web page (Occupied/Vacant) with no Wi-Fi, no cloud lag.
Where would you deploy it—meeting rooms, classrooms, or labs?
#IoT #TinyML @Raspberry_Pi

Visiting #aquaculture water monitoring system led by Robel- our Master student. In this system, Robel uses data from different #sensors (e.g. DO, pH) as input variables for a #tinyML model to predict real-time water quality from a fish tank.

levintal_lab's tweet image. Visiting #aquaculture water monitoring system led by Robel- our Master student.
In this system, Robel uses data from different #sensors (e.g. DO, pH) as input variables for a #tinyML model to predict real-time water quality from a fish tank.
levintal_lab's tweet image. Visiting #aquaculture water monitoring system led by Robel- our Master student.
In this system, Robel uses data from different #sensors (e.g. DO, pH) as input variables for a #tinyML model to predict real-time water quality from a fish tank.
levintal_lab's tweet image. Visiting #aquaculture water monitoring system led by Robel- our Master student.
In this system, Robel uses data from different #sensors (e.g. DO, pH) as input variables for a #tinyML model to predict real-time water quality from a fish tank.
levintal_lab's tweet image. Visiting #aquaculture water monitoring system led by Robel- our Master student.
In this system, Robel uses data from different #sensors (e.g. DO, pH) as input variables for a #tinyML model to predict real-time water quality from a fish tank.

From the lab to your bathroom: #TinyML enables toothbrushes to think for themselves. 🔍 #Edge AI enables real-time coaching, dental diagnostics and smarter brushing — faster, more private and entirely offline. 🔗 mou.sr/42BIvfM

MouserElecEU's tweet image. From the lab to your bathroom: #TinyML enables toothbrushes to think for themselves. 🔍

#Edge AI enables real-time coaching, dental diagnostics and smarter brushing — faster, more private and entirely offline. 🔗 mou.sr/42BIvfM

👉 Our new scientific article has been published. 📌 Deploying Real-Time Speech Recognition on ESP32 Using TinyML and Edge Impulse 🌐link.springer.com/chapter/10.100… #IoT #TinyML #SpeechRecognition #EdgeImpulse #ESP32 #NeuralNetworks @hirameredin @LoeRicardo @sebastiangtz


Tooling update: edge runtimes like TensorFlow Lite Micro, ONNX Runtime, and Arm NN are evolving fast. Which runtimes do you trust for production edge apps and why? #EdgeAI #TinyML


TinyML: Revolutionizing IoT Systems talkingiot.io/tinyml-revolut… Tiny Machine Learning enables intelligent, low-power devices to process data locally without relying on cloud infrastructure. #talkingiot #tinyml #iot #ai #ml

Talking_IoT's tweet image. TinyML: Revolutionizing IoT Systems
talkingiot.io/tinyml-revolut…
Tiny Machine Learning enables intelligent, low-power devices to process data locally without relying on cloud infrastructure. 

#talkingiot #tinyml #iot #ai #ml

Edge AI is transforming devices with on-device inferencing, cutting latency and boosting privacy. From smart factories to agri-sensors worldwide, TinyML powers real-time decisions. What edge use case excites you most this year? #EdgeAI #TinyML


#AllThingsOpen 2025 was incredible! 🙌 Huge thanks to everyone who joined my session, "TinyML Meets PyTorch: Deploying AI at the Edge with Python Using ExecuTorch." The live demo energy was 🔥 Grab the slides + code here 👉 bit.ly/4mNZL8R #EdgeAI #TinyML


Design a tiny image classifier that fits under 1 MB RAM and 10 ms latency on a mid-range MCU. What techniques would you try first? #EdgeAI #TinyML


Real-Time Intelligence, Redefined TinyML turns IoT data into instant, intelligent action, cutting latency, saving costs, and driving real-time results. 👉 lnkd.in/dxZsMMuV #TinyML #EdgeAI #IoT #ACIInfotech

ACI_Infotech's tweet image. Real-Time Intelligence, Redefined

TinyML turns IoT data into instant, intelligent action, cutting latency, saving costs, and driving real-time results.

👉 lnkd.in/dxZsMMuV
#TinyML #EdgeAI #IoT #ACIInfotech

Me invitaron a dar una charla de #TinyML para estudiantes de nuevo ingreso. Les hice este repo que pondré en QR. Es un random forest hecho en scikit-learn y exportado a C. github.com/rescurib/rando…


This tiny device can predict air pollution from a single photo! 📸@lucascreator built an AI system on the @UNIHIKER K10 that analyzes landscape images to estimate air quality - all running locally on a microcontroller! 🤖For more details: instructables.com/Predict-Air-Po… #TinyML #EdgeAI


IA frugal usa sensores solares offline e TinyML para detectar pragas, prever umidade e dar recomendações de manejo, rodando em microcontroladores de baixo consumo. Comece com um problema claro, dados simples e modelos compactados. #IAFrugal #TinyML #Agricultura

RicardoNegrao5's tweet image. IA frugal usa sensores solares offline e TinyML para detectar pragas, prever umidade e dar recomendações de manejo, rodando em microcontroladores de baixo consumo. Comece com um problema claro, dados simples e modelos compactados. #IAFrugal #TinyML #Agricultura

The 7M-param TRM beats HRM (27M) and LLMs on hard puzzles (Sudoku 87.4%, ARC-AGI 44.6%). Why does a simple 2-layer network generalize better than complex AI? #TinyML #RecursiveReasoning #ARCAgi #MachineLearning open.spotify.com/episode/0HkKAW…


Nate, a student in my #TinyML course on @coursera, used an #Arduino to monitor and classify the motions of his 3D printer. I love the idea of using #AI to help watch for problems in machines and #robotics! #3dprinting #electronics

ShawnHymel's tweet image. Nate, a student in my #TinyML course on @coursera, used an #Arduino to monitor and classify the motions of his 3D printer. I love the idea of using #AI to help watch for problems in machines and #robotics! #3dprinting #electronics

Trying to build something cool, hopefully I can pull it off before I pull all my hair out. 🤞🏾 #embeddedai #tinyml

busoyeom's tweet image. Trying to build something cool, hopefully I can pull it off before I pull all my hair out. 🤞🏾

#embeddedai #tinyml

Getting ready for a #TinyML workshop in #Malawi!

marcozennaro's tweet image. Getting ready for a #TinyML workshop in #Malawi!
marcozennaro's tweet image. Getting ready for a #TinyML workshop in #Malawi!

From the lab to your bathroom: #TinyML enables toothbrushes to think for themselves. 🔍 #Edge AI enables real-time coaching, dental diagnostics and smarter brushing — faster, more private and entirely offline. 🔗 mou.sr/42BIvfM

MouserElecEU's tweet image. From the lab to your bathroom: #TinyML enables toothbrushes to think for themselves. 🔍

#Edge AI enables real-time coaching, dental diagnostics and smarter brushing — faster, more private and entirely offline. 🔗 mou.sr/42BIvfM

Exciting day at #tinyML Taipei! Now #EdgeAIFoundation! Ken Wu's presentation on BrainChip’s unique tech drew great Q & A, with the LLM+RAG demo using TENNs impressing attendees. Thanks to everyone who joined us!

BrainChip_inc's tweet image. Exciting day at #tinyML Taipei! Now #EdgeAIFoundation! Ken Wu's presentation on BrainChip’s unique tech drew great Q & A, with the LLM+RAG demo using TENNs impressing attendees. Thanks to everyone who joined us!
BrainChip_inc's tweet image. Exciting day at #tinyML Taipei! Now #EdgeAIFoundation! Ken Wu's presentation on BrainChip’s unique tech drew great Q & A, with the LLM+RAG demo using TENNs impressing attendees. Thanks to everyone who joined us!

Explaining to my partner: “I need to head out while this test runs. It probably won’t catch on fire, but just in case, you should take this.” #electronics #maker #tinyml

ShawnHymel's tweet image. Explaining to my partner:

“I need to head out while this test runs. It probably won’t catch on fire, but just in case, you should take this.”

#electronics #maker #tinyml

Delivered an invited talk, “Soft Wearables and Machine Learning,” @TinymlF EMEA. Many thanks to my colleague and friend @EimanKanjo; had a fantastic time talking to you about research and collaboration. #tinyML #softwearable

GT_HongYeo's tweet image. Delivered an invited talk, “Soft Wearables and Machine Learning,” @TinymlF EMEA. Many thanks to my colleague and friend @EimanKanjo; had a fantastic time talking to you about research and collaboration. 
#tinyML #softwearable
GT_HongYeo's tweet image. Delivered an invited talk, “Soft Wearables and Machine Learning,” @TinymlF EMEA. Many thanks to my colleague and friend @EimanKanjo; had a fantastic time talking to you about research and collaboration. 
#tinyML #softwearable

These are some of the equipment we will use for small prototypes at #Neurai. All of them are compatible with AI software such as #tinyML, #TensorFlow or #PyTorch. #XNA $XNA #AI #IoT #Blockchain #POW More information about each board in this thread 👇

neuraiproject's tweet image. These are some of the equipment we will use for small prototypes at #Neurai.

All of them are compatible with AI software such as #tinyML, #TensorFlow or #PyTorch.

#XNA $XNA #AI #IoT #Blockchain #POW

More information about each board in this thread 👇

📍Dodoma, Tanzania Artificial Intelligence (#AI) siyo tena jambo jipya. Afrika yanesha ukomavu wake, kutoka #tinyML warsha Malawi, hadi Global AI Summit Rwanda, @Evi4DevCon Kenya & @eLAconference Tanzania. @Dr_Matogoro ameendelea kuwa kinara, taa ya mwelekeo kwa kizazi kijacho.

amprincess9's tweet image. 📍Dodoma, Tanzania

Artificial Intelligence (#AI) siyo tena jambo jipya. Afrika yanesha ukomavu wake, kutoka #tinyML warsha Malawi, hadi Global AI Summit Rwanda, @Evi4DevCon Kenya & @eLAconference Tanzania. @Dr_Matogoro ameendelea kuwa kinara, taa ya mwelekeo kwa kizazi kijacho.
amprincess9's tweet image. 📍Dodoma, Tanzania

Artificial Intelligence (#AI) siyo tena jambo jipya. Afrika yanesha ukomavu wake, kutoka #tinyML warsha Malawi, hadi Global AI Summit Rwanda, @Evi4DevCon Kenya & @eLAconference Tanzania. @Dr_Matogoro ameendelea kuwa kinara, taa ya mwelekeo kwa kizazi kijacho.
amprincess9's tweet image. 📍Dodoma, Tanzania

Artificial Intelligence (#AI) siyo tena jambo jipya. Afrika yanesha ukomavu wake, kutoka #tinyML warsha Malawi, hadi Global AI Summit Rwanda, @Evi4DevCon Kenya & @eLAconference Tanzania. @Dr_Matogoro ameendelea kuwa kinara, taa ya mwelekeo kwa kizazi kijacho.
amprincess9's tweet image. 📍Dodoma, Tanzania

Artificial Intelligence (#AI) siyo tena jambo jipya. Afrika yanesha ukomavu wake, kutoka #tinyML warsha Malawi, hadi Global AI Summit Rwanda, @Evi4DevCon Kenya & @eLAconference Tanzania. @Dr_Matogoro ameendelea kuwa kinara, taa ya mwelekeo kwa kizazi kijacho.

Running deep learning models on microcontrollers has gained mainstream popularity among silicon vendors and #firmware developers. My latest article examines the state of the #TinyML runtime offerings in 2025. 👇👇👇 Link in replies #microcontroller #embedded #AI #MachineLearning

ShawnHymel's tweet image. Running deep learning models on microcontrollers has gained mainstream popularity among silicon vendors and #firmware developers. My latest article examines the state of the #TinyML runtime offerings in 2025.
👇👇👇
Link in replies

#microcontroller #embedded #AI #MachineLearning

Tiny #tinyML #AIoT module M0S come back~ And it is M0S mini dock board in 3x1.5cm, with 10 IOs breakout. Thanks to BL616's WiFi6 + 384MHz #RISCV RV32GCP + 480Mbps USB2.0 HS, it suit for Wireless Debugger, Logic Analyzer~ The dock board will on aliexpress store soon, 3~4$.

SipeedIO's tweet image. Tiny #tinyML #AIoT module M0S come back~ 
And it is M0S mini dock board in 3x1.5cm, with 10 IOs breakout.
Thanks to BL616's WiFi6 + 384MHz #RISCV RV32GCP + 480Mbps USB2.0 HS, it suit for Wireless Debugger, Logic Analyzer~
The dock board will on aliexpress store soon, 3~4$.

Last week I was invited by @ticmas_edu to give a talk about Artificial Intelligence for 800 students at @ucasederosario 🇦🇷- #ML versus heuristic algorithms, How to train a classification model with @EdgeImpulse, the "AI effect", bias, Sim2Real and exciting #TinyML devices.

RoniBandini's tweet image. Last week I was invited by @ticmas_edu to give a talk about Artificial Intelligence for 800 students at @ucasederosario 🇦🇷- #ML versus heuristic algorithms, How to train a classification model with @EdgeImpulse, the "AI effect", bias, Sim2Real and exciting #TinyML devices.
RoniBandini's tweet image. Last week I was invited by @ticmas_edu to give a talk about Artificial Intelligence for 800 students at @ucasederosario 🇦🇷- #ML versus heuristic algorithms, How to train a classification model with @EdgeImpulse, the "AI effect", bias, Sim2Real and exciting #TinyML devices.
RoniBandini's tweet image. Last week I was invited by @ticmas_edu to give a talk about Artificial Intelligence for 800 students at @ucasederosario 🇦🇷- #ML versus heuristic algorithms, How to train a classification model with @EdgeImpulse, the "AI effect", bias, Sim2Real and exciting #TinyML devices.

Doing some hardware hacking at the airport. I’m hoping to tinker with the neural network accelerator on the #ESP32 S3, and that’s only supported in ESP-IDF right now. Since I don’t know ESP-IDF very well, it’s time to skill up 💪 (and as always, start with blink 💡) #TinyML

ShawnHymel's tweet image. Doing some hardware hacking at the airport. I’m hoping to tinker with the neural network accelerator on the #ESP32 S3, and that’s only supported in ESP-IDF right now. Since I don’t know ESP-IDF very well, it’s time to skill up 💪 (and as always, start with blink 💡) #TinyML

Yes! I’m very excited for this project: a Python package that converts neural networks to a hardware accelerator on an FPGA: fastmachinelearning.org/hls4ml/ #TinyML #MachineLearning #MLSys23

ShawnHymel's tweet image. Yes! I’m very excited for this project: a Python package that converts neural networks to a hardware accelerator on an FPGA: fastmachinelearning.org/hls4ml/ #TinyML #MachineLearning #MLSys23

TinyML + wired Ethernet = occupancy that just works. W55RP20-EVB-Pico reads a TinyML watcher and serves a local web page (Occupied/Vacant) with no Wi-Fi, no cloud lag. Where would you deploy it—meeting rooms, classrooms, or labs? #IoT #TinyML @Raspberry_Pi

WiznetTeam's tweet image. TinyML + wired Ethernet = occupancy that just works.
 W55RP20-EVB-Pico reads a TinyML watcher and serves a local web page (Occupied/Vacant) with no Wi-Fi, no cloud lag.
Where would you deploy it—meeting rooms, classrooms, or labs?
#IoT #TinyML @Raspberry_Pi

The Hardware Series Workshop in Kenya is complete🔥 During the #TinyML #workshop, participants learned how to create a keyword spotting model using @EdgeImpulse and @arduino TinyML Kits Webinar and workshop presentations 👇 slideshare.net/SolomonMuhunyo…

sologithu's tweet image. The Hardware Series Workshop in Kenya is complete🔥

During the #TinyML #workshop, participants learned how to create a keyword spotting model using @EdgeImpulse and @arduino TinyML Kits

Webinar and workshop presentations 👇
slideshare.net/SolomonMuhunyo…
sologithu's tweet image. The Hardware Series Workshop in Kenya is complete🔥

During the #TinyML #workshop, participants learned how to create a keyword spotting model using @EdgeImpulse and @arduino TinyML Kits

Webinar and workshop presentations 👇
slideshare.net/SolomonMuhunyo…
sologithu's tweet image. The Hardware Series Workshop in Kenya is complete🔥

During the #TinyML #workshop, participants learned how to create a keyword spotting model using @EdgeImpulse and @arduino TinyML Kits

Webinar and workshop presentations 👇
slideshare.net/SolomonMuhunyo…

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