Enhancing Remote Sensing with FPGA-Based AI Acceleration
https://rackenzik.com/enhancing-remote-sensing-with-fpga-based-ai-acceleration/
#RemoteSensing #ComputerVision #FPGA #SmallTargetDetection #EdgeAI #SatelliteImaging #Drones #RealTimeProcessing #EnergyEfficientAI #DeepLearning #AIonFPGA #EnvironmentalMonitoring #DisasterResponse #AIEdgeComputing #TinyML #SmartSatellites #AIDrones #GeospatialAI #LowPowerAI #TechForGood
MLP Accelerators are Changing TinyML for Edge Computing
https://rackenzik.com/how-mlp-accelerators-are-changing-tinyml-for-edge-computing/
#TinyML #EdgeAI #MLPAccelerators #FPGAs #EmbeddedAI #AIOnTheEdge #LowPowerAI #MachineLearning #EdgeComputing #AIHardware #AIInnovation #SmartDevices #OnDeviceAI #MLOptimization #TechForGood
Real-time smart tech sparks fresh ideas and bold steps. #Innovation #EdgeAI #TinyML #RealTime #LowPower #SmartTech #Community #FutureTech #TechTalk #SmartDevices
https://medium.com/@sanjay.mohindroo66/edge-ai-tinyml-the-future-of-real-time-smart-devices-5c06424b4271
๐ Can AI Fit on a Microchip?
TinyML Proves It!
๐ฅ Why it's revolutionary:
โก Real-time processing
๐ 10x energy efficiency
๐ Data never leaves your device
๐พ Farm sensors โ predicts crop health
๐ฅ Medical wearables โ instant diagnostics
๐ญ Smart factories โ self-repairing machines
Spoiler: It's already here. ๐
Boost to spread the micro-revolution! ๐
Watch now: https://link.illustris.org/tinyml
๐คโจ TinyML: Big AI, Zero Cloud โจ
๐ฑ Why cloud dependence? #TinyML processes data locally on microcontrollers:
๐ฉบ Privacy-first health monitors
๐ญ Predictive maintenance (40% downtime cut)
โก๏ธ Open-source tools @EdgeImpulse @tensorflow
Build with Arduino Nano/Raspberry Pi! ๐ป
Full video: https://link.illustris.org/tinyml
#EdgeAI #SustainableTech #EmbeddedSystems
โก๏ธBoost
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
Super excited to share that Iโll be speaking at PyCon+Web 2025 on January 25th in Berlin! ๐คโจ My talk, "๐๐ฑ๐ด๐ฒ ๐๐ ๐๐ถ๐๐ต ๐ ๐ถ๐ฐ๐ฟ๐ผ๐ฃ๐๐๐ต๐ผ๐ป ๐ฎ๐ป๐ฑ ๐ง๐ฒ๐ป๐๐ผ๐ฟ๐๐น๐ผ๐ ๐ณ๐ผ๐ฟ ๐ ๐ถ๐ฐ๐ฟ๐ผ๐ฐ๐ผ๐ป๐๐ฟ๐ผ๐น๐น๐ฒ๐ฟ" is going to dive into the fascinating world where AI meets tiny tech.
It's like fitting an elephant or mammoth into a shoebox! ๐๐ฆ
Canโt wait to meet all the amazing Python and web enthusiastsโletโs make it awesome! ๐
Details here: https://www.pyconweb.com/activity/edge-ai-with-micropython-and-tensorflow-for-microcontroller
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
Explore how #TinyML is revolutionizing edge computing by deploying #MachineLearning models on ultra-low-power devices.
Dive into the challenges of optimizing memory, power consumption, and real-time processing in constrained environments: https://ter.li/ndjs0l
Help us out by simply clicking the star โญ๏ธ 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 weโre 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 10ยข microcontroller?" The latest project to appear for the 10ยข 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
