TinyML Revolution: Seeed Studio XIAO ESP32S3 Sense Empowers the Global South
The Seeed Studio XIAO ESP32S3 Sense is making waves in the world of tiny machine learning (tinyML), as highlighted in Science Magazine. This compact yet powerful device is transforming how communities...
OpenAI just announced a new Small Language Model (SLM) --> o3 mini --> let's take a look at current top SLMs and what they can empower with local Vector Databases
Article: https://objectbox.io/top-small-language-models-slms-and-their-power-with-local-vector-databases/
Slide is based on: https://artificialanalysis.ai/downloads/ai-review/2024/Artificial-Analysis-AI-Review-2024-Highlights.pdf
o3 mini announcement: https://www.techmonitor.ai/digital-economy/ai-and-automation/openai-o3-mini-language-model-release?cf-view
#smalllanguagemodel #SLM #LLM #vectordatabase #edgeAI #tinyML
I wrote a #rust crate Moden Hopfield Network. I used it to build a neural network that can be trained on the edge. See the demo linked in the README.md.
Modern Hopfield Network has much (much) larger capacity than classical Hopfield Network. They are also called Dense Associative Memory.
Shooting video ahead of my talk at #ParticleSpectra in a couple of weeks time. #IoT #TinyML #AI https://spectra.particle.io/?utm_campaign=spectra_2024&utm_content=webinar&utm_source=x&utm_medium=social
Help us out by simply clicking the star 
️ button on this repo: https://github.com/harvard-edge/cs249r_book For every 25 stars this open source #TinyML textbook repo gets, @seeedstudio a hardware kit to a school. #Arduino #ESP32 #education #STEM #AI
Huh! Just stumbled across the Analog Devices MAX78000. It's a Cortex M4F with an on-chip CNN accelerator. This looks rather interesting, https://github.com/analogdevicesinc/MaximAI_Documentation. Anyone had a play? How's the development toolchain? #TinyML
#neuromorphic computing and spiking neural networks promise orders of magnitude better energy efficiency than their artificial NN counterparts running on CPUs and GPUs. But we’re still struggling to make SNNs perform as good as ANNs on similar tasks. #AI #TinyML #MachineLearning
Another interesting example of mixture-of-agents architectures, this one from the folks at #EdgeImpulse combining #LLM and #TinyML at the edge. https://www.edgeimpulse.com/blog/using-llms-to-analyze-and-label-satellite-imagery-in-edge-impulse/
By me for @hackster_io, "The CH32, just another 10¢ microcontroller?" The latest project to appear for the 10¢ CH32 RISC-V microcontroller is a tiny wake word engine with impressive accuracy levels. #tinyml https://www.hackster.io/news/the-ch32-just-another-10-microcontroller-a4e5f894ba76
A few days ago I worked out a way of representing neural networks in Rust's type system via const generics and then that lead me to making a neural network library that doesn't use the standard library or any heap allocation, then that lead me to today where I have a pre-trained neural network running on an ATtiny85 approximating the output of an XOR gate, I'm in no way a very good data scientist or embedded engineer at all so the fact I managed to get a neural network running on an 1MHz 8 bit chip with 8k of program memory with 512 BYTES of ram, all whilst doing almost zero optimisations is insane to me
By me for @hackster_io, "Benchmarking TensorFlow and TensorFlow Lite on Raspberry Pi 5." The big take away from these new benchmarks is that the Raspberry Pi 5 has similar performance when using TensorFlow Lite to the Coral TPU, displaying essentially the same inferencing speed as Google's accelerator hardware. #ML #TinyML #AI #TensorFlow #RaspberryPi #CoralTPU https://www.hackster.io/news/benchmarking-tensorflow-and-tensorflow-lite-on-raspberry-pi-5-b9156d58a6a2
By me for @hackster_io, "Bringing GPT-4o in From the Cloud to the Edge." #TinyML #SmallAI https://www.hackster.io/news/bringing-gpt-4o-in-from-the-cloud-to-the-edge-289fbf6e0978
By me for @hackster_io, "Creating cross-platform Small AI with PicoLLM." https://www.hackster.io/news/creating-cross-platform-small-ai-with-picollm-3cf6076db9ec #tinyML #smallAI
While I only contributed a minor part to this paper (a few sentences about Edge Impulse), I’m stoked to have it published and celebrate all the hard work of the #TinyML4D group! #TinyML https://ojs.aaai.org/index.php/AAAI-SS/article/view/31265
By me for @hackster_io, "Deploying MobileNet on Microcontrollers," https://www.hackster.io/news/deploying-mobilenet-on-microcontrollers-31f2623ab383. #TinyML
#EdgeAI is making big waves in the #embedded world, and it’s thanks to the technological advances in both hardware and software. Check out my high-level edge AI series with @EdgeImpulse here: https://youtu.be/z5lIrWTebOY?si=DO3sVLAPdrSrSi2U #AI #TinyML
Back to earth, we re doing #FruitML today as part of #IoT course -
fruit classification on 256 kB of RAM, with #TinyML #EdgeImpulse #Arduino #NanoBLESense
Filming with Graceflix for my upcoming #EdgeAI video series 
#TinyML #electronics
