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

Esta semana temos este webinar ❇️ O webinar explora a jornada desde os primeiros sistemas de TinyML até a atual revolução da Generative AI na borda. 🔗 Inscreva-se: embarcados.com.br/webinar-revolu… #TinyML #GenerativeAI #DispositivosEmbarcado #IAGenerativana #IAGenerativanaBorda

embarcados's tweet image. Esta semana temos este webinar ❇️

O webinar explora a jornada desde os primeiros sistemas de TinyML até a atual revolução da Generative AI na borda.

🔗 Inscreva-se: embarcados.com.br/webinar-revolu…

 #TinyML #GenerativeAI #DispositivosEmbarcado #IAGenerativana #IAGenerativanaBorda

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

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

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!

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!

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…


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.

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

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…


Some snaps from this year’s @ICDCS2025 conference 🦄🏴󠁧󠁢󠁳󠁣󠁴󠁿 #ICDCS2025 #tinyML #HealthTech

TessWOfficial's tweet image. Some snaps from this year’s @ICDCS2025 conference 🦄🏴󠁧󠁢󠁳󠁣󠁴󠁿

#ICDCS2025 #tinyML #HealthTech
TessWOfficial's tweet image. Some snaps from this year’s @ICDCS2025 conference 🦄🏴󠁧󠁢󠁳󠁣󠁴󠁿

#ICDCS2025 #tinyML #HealthTech
TessWOfficial's tweet image. Some snaps from this year’s @ICDCS2025 conference 🦄🏴󠁧󠁢󠁳󠁣󠁴󠁿

#ICDCS2025 #tinyML #HealthTech
TessWOfficial's tweet image. Some snaps from this year’s @ICDCS2025 conference 🦄🏴󠁧󠁢󠁳󠁣󠁴󠁿

#ICDCS2025 #tinyML #HealthTech

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


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 👇

Join BrainChip at tinyML Taipei 2024 on Nov 6 at the Grand Hilai, Taiwan! We’ll present “Rag System on the Edge Using TENNs” and showcase demos on how tinyML is driving AI everywhere. bit.ly/4f05wNu #tinyML #EdgeAI

BrainChip_inc's tweet image. Join BrainChip at tinyML Taipei 2024 on Nov 6 at the Grand Hilai, Taiwan! We’ll present “Rag System on the Edge Using TENNs” and showcase demos on how tinyML is driving AI everywhere. bit.ly/4f05wNu

#tinyML #EdgeAI

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…

𝐁𝐞𝐬𝐭 𝐄𝐦𝐛𝐞𝐝𝐝𝐞𝐝 𝐀𝐈 𝐂𝐨𝐮𝐫𝐬𝐞𝐬 𝐘𝐨𝐮 𝐂𝐚𝐧 𝐄𝐧𝐫𝐨𝐥𝐥 𝐍𝐨𝐰 📡 Want to make devices think on their own? These 7 sizzling Embedded AI courses are your gateway to mastering edge intelligence, no cloud, just pure on-device power. 🔥 #EdgeAI #TinyML #AI

analyticsinme's tweet image. 𝐁𝐞𝐬𝐭 𝐄𝐦𝐛𝐞𝐝𝐝𝐞𝐝 𝐀𝐈 𝐂𝐨𝐮𝐫𝐬𝐞𝐬 𝐘𝐨𝐮 𝐂𝐚𝐧 𝐄𝐧𝐫𝐨𝐥𝐥 𝐍𝐨𝐰 

📡 Want to make devices think on their own? These 7 sizzling Embedded AI courses are your gateway to mastering edge intelligence, no cloud, just pure on-device power. 🔥 

#EdgeAI #TinyML #AI…

In this project, I showcase a more accurate fire detection #MachineLearning model using multi-input sensor fusion approach. With tensor slicing, we optimize the model on the @EdgeImpulse platform, and even run it on the low-power @arduino's #TinyML Kit!🚀 docs.edgeimpulse.com/experts/air-qu…

sologithu's tweet image. In this project, I showcase a more accurate fire detection #MachineLearning model using multi-input sensor fusion approach. With tensor slicing, we optimize the model on the @EdgeImpulse platform, and even run it on the low-power @arduino's #TinyML Kit!🚀

docs.edgeimpulse.com/experts/air-qu…

ICYMI: I joined John Koetsier on the TechFirst podcast to talk about how quantum-inspired AI compression is reshaping what’s possible for AI at the edge. Catch the full episode here → podcasts.apple.com/us/podcast/fru… #EdgeAI #AICompression #TinyML #FutureOfAI


🔔 Welcome to read Editor's Choice Articles in the Q1 of 2024: 📌Title: TinyML Algorithms for Big Data Management in Large-Scale IoT Systems 🔗 mdpi.com/1999-5903/16/2… #TinyML #EdgeAI #IoT #IoTdataengineering #IoTBigDatamanagement #IoTsystems @ComSciMath_Mdpi

FutureInternet6's tweet image. 🔔 Welcome to read Editor's Choice Articles in the Q1 of 2024:

📌Title: TinyML Algorithms for Big Data Management in Large-Scale IoT Systems

🔗 mdpi.com/1999-5903/16/2…

#TinyML #EdgeAI #IoT #IoTdataengineering #IoTBigDatamanagement #IoTsystems

@ComSciMath_Mdpi

Intelligence on a chip, emphasizing 'Micro' architecture. Perfect for Microcontroller AI integration, Smart Sensors, and Embedded Machine Learning applications. #TinyML #IoT #MicroChips #EmbeddedAI #SmartDevices #DomainForSale #PremiumDomain #Brandable #Startup #BusinessName

REDOUANZED's tweet image. Intelligence on a chip, emphasizing 'Micro' architecture. Perfect for Microcontroller AI integration, Smart Sensors, and Embedded Machine Learning applications.
#TinyML #IoT #MicroChips #EmbeddedAI #SmartDevices #DomainForSale #PremiumDomain #Brandable #Startup #BusinessName

#RAIDOProject was featured at the UN University of Macau AI Summit! 🌍@ircai_unesco highlighted our work in energy-aware computing, joined a panel with @UNESCO, @ITU & ICTP on AI's environmental cost, and supported a #TinyML workshop. Read more: raido-project.eu/raido-universi…


See POLYN at PMR Expo next week, with a powerful demo of the impressive headset audio our NeuroComm #criticalcommunications solution can provide. bit.ly/43J4ime #AI #tinyml #neuralnetworks #chips #ultralowpower #voicecontrol #speakerrecognition #twowayradio #handsfree

PolynTechnology's tweet image. See POLYN at PMR Expo next week, with a powerful demo of the impressive headset audio our NeuroComm #criticalcommunications solution can provide. bit.ly/43J4ime
#AI #tinyml #neuralnetworks #chips #ultralowpower #voicecontrol #speakerrecognition #twowayradio #handsfree

🚀 Machine Learning on ESP32 with TensorFlow Lite Micro! Yes — you can run real ML models on the ESP32! From gesture recognition to keyword spotting. 👉 coolplaydev.com/tensorflow-lit… #ESP32 #TensorFlowLite #TinyML #MachineLearning #AIoT #EdgeAI #CoolplayDev

CoolplayDev's tweet image. 🚀 Machine Learning on ESP32 with TensorFlow Lite Micro!
Yes — you can run real ML models on the ESP32! From gesture recognition to keyword spotting.

👉 coolplaydev.com/tensorflow-lit…

#ESP32 #TensorFlowLite #TinyML #MachineLearning #AIoT #EdgeAI #CoolplayDev

The result?83% accurate, real-time diagnostics for a fraction of the cost. This is how we make advanced auto repair accessible to everyone. #AI #TinyML #Arduino #CarTech #Innovation #Engineering


Curious how your smartwatch or a tiny farm sensor makes smart decisions, without the internet? That’s #TinyML, small, fast and efficient #AI. It powers devices to do more with less: low power, low cost, no constant connectivity. #shc #shctech @ZeaMedUSA @DrZeamedAI @DrCsbond


TinyML & Edge AI are revolutionizing on-device intelligence! Imagine powerful AI in your smallest gadgets, running without the cloud. This changes everything for privacy, speed, & accessibility. What are YOU building? #EdgeAI #TinyML #GenAI


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

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

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$.

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…

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!

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.

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 👇

Great news! Our second-generation architecture achieved the lowest power energy performance across three categories in the most recent @MLCommons @MLPerf Tiny v1.1 benchmark suite. Click bit.ly/3PJGd8t to read the full results. #edgeAI #tinyML

Syntiantcorp's tweet image. Great news! Our second-generation architecture achieved the lowest power energy performance across three categories in the most recent @MLCommons  @MLPerf  Tiny v1.1 benchmark suite. Click bit.ly/3PJGd8t to read the full results. #edgeAI #tinyML

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

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

Step up to the #AIforGood Challenge to develop scalable + high-performance #tinyML solutions for 🐯 wildlife monitoring 🌿 plant disease detection and next-generation ☀️ smart weather stations Learn more in this webinar aiforgood.itu.int/event/2023-tin…

ITU's tweet image. Step up to the #AIforGood Challenge to develop scalable + high-performance #tinyML solutions for 
🐯 wildlife monitoring
🌿 plant disease detection
and next-generation 
☀️ smart weather stations 

Learn more in this webinar aiforgood.itu.int/event/2023-tin…

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.

I had the chance to speak to an audience at #devfestmtkenya ,where I was able to share on #TinyMl alongside @tech_nickk . I got to meet people who share my passion for tech and innovation. Special thanks to everyone at @GdgnyeriC and all the organizers for the event.🤖 #DevFest

r_y_a_n_KE's tweet image. I had the chance to speak to an audience at #devfestmtkenya ,where I was able to share on #TinyMl alongside @tech_nickk . I got to meet people who share my passion for tech and innovation. Special thanks to everyone at @GdgnyeriC  and all the organizers for the event.🤖 #DevFest
r_y_a_n_KE's tweet image. I had the chance to speak to an audience at #devfestmtkenya ,where I was able to share on #TinyMl alongside @tech_nickk . I got to meet people who share my passion for tech and innovation. Special thanks to everyone at @GdgnyeriC  and all the organizers for the event.🤖 #DevFest
r_y_a_n_KE's tweet image. I had the chance to speak to an audience at #devfestmtkenya ,where I was able to share on #TinyMl alongside @tech_nickk . I got to meet people who share my passion for tech and innovation. Special thanks to everyone at @GdgnyeriC  and all the organizers for the event.🤖 #DevFest
r_y_a_n_KE's tweet image. I had the chance to speak to an audience at #devfestmtkenya ,where I was able to share on #TinyMl alongside @tech_nickk . I got to meet people who share my passion for tech and innovation. Special thanks to everyone at @GdgnyeriC  and all the organizers for the event.🤖 #DevFest

Loading...

Something went wrong.


Something went wrong.


United States Trends