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TinyML
workshop
Intelligence on Microcontrollers
Hello..
Solomon Muhunyo Githu
Researcher Waziup e.V.
Contributor, Edge Impulse Expert Network
June 2023.
Recap
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
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
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
Respond to your voice
edgeimpulse.com
Hello world!
LED on
Respond to your voice
edgeimpulse.com
"Hello World"
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
Thank You
Solomon Muhunyo Githu

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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.
  • 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