2023 Hardware series ,TinyML Kenya workshop - Solomon Muhunyo Githu
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Presentation for the 2023 TinyML workshop held at DeHUB in Nyeri, Kenya
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2023 Hardware series ,TinyML Kenya workshop - Solomon Muhunyo Githu
- 1. TinyML workshop Intelligence on Microcontrollers Hello.. Solomon Muhunyo Githu Researcher Waziup e.V. Contributor, Edge Impulse Expert Network June 2023.
- 2. Recap
- 3. TinyML is a branch of machine learning and embedded systems research that looks into the types of models that can be run on small, low-power devices like microcontrollers TinyML Prepare data Train model (80% data) Validate model (20% data) Deploy model Inference at the Edge (MCU) Tests pass Tests fails With AutoML tools, it can't get simpler
- 4. Edge Impulse is the edge AI platform for enterprise teams building innovative products. Optimize your models and deploy to any edge device with ease. Accelerate product development while minimizing risks TinyML project in 5 minutes edgeimpulse.com Faster developments Automate model deployments
- 5. Define your problem 01 Setup your hardware (collects data and/or deployment 02 Test your model 05 Deploy your model to a microcontroller 06 Create dataset 03 Train your model 04 Celebrate! 07 Complete project flow edgeimpulse.com
- 6. Respond to your voice edgeimpulse.com Hello world! LED on
- 7. Respond to your voice edgeimpulse.com "Hello World"
- 8. edgeimpulse.com Edge Impulse documentation on how to setup Arduino Nano 33 BLE Sense Respond to your voice Keyword spotting documentation Scan me! Link here Scan me! Link here Public Edge Impulse project GitHub repository Scan me! Link here Scan me! Link here
- 9. Thank You Solomon Muhunyo Githu