TinyML: Rozdiel medzi revíziami

Aktuálna revízia z 07:56, 21. apríl 2022

Postupne:

tinyML Talks

• Pete Warden: Getting started with TinyML https://youtu.be/soOM1F70Boc
  • tinymlbook.com (prvych 6 kapitol zadarmo)
• Massimo Banzi: tiny machine learning with Arduino https://youtu.be/y7S_n1AT5sM
  • Tutorial https://github.com/arduino/ArduinoTensorFlowLiteTutorials
• tinyML Youtube Channel https://youtube.com/tinyML
• Massimo Banzi: Easy TinyML with Arduino: taking advantage of ML right where things are happening. (video)
  • Recomended book https://www.oreilly.com/library/view/tinyml/9781492052036/
  • Tutorials https://github.com/arduino/ArduinoTensorFlowLiteTutorials
  • Hardware
    • Arduino BLE Sense
    • Arduino Portenta
    • STM32
    • Open MV + vyvojove prostredie https://openmv.io/
  • AI for Embedded Systems by Fraunhofer aifes.ai https://www.ims.fraunhofer.de/en/Business-Unit/Industry/Industrial-AI/Artificial-Intelligence-for-Embedded-Systems-AIfES.html and https://blog.arduino.cc/2021/07/06/aifes-is-an-ai-ml-framework-written-in-c-for-even-the-smallest-microcontrollers/
  • Edge Impulse https://docs.edgeimpulse.com/docs
  • Queexo https://github.com/qeexo/Qeexo_AutoML_Arduino_Nano33BLE_pub
  • https://experiments.withgoogle.com/

Hardware

• Arduino Nano 33 BLE Sense
  • https://store.arduino.cc/arduino-nano-33-ble-sense
  • https://rlx.sk/sk/original-arduino-boards/7210-arduino-nano-33-ble-sense-abx00031.html
  • https://www.mouser.sk/new/arduino/arduino-nano-33-ble-sense/
• Arduino Portenta H7
  • https://store.arduino.cc/portenta-h7 + vision shield
• Sparkfun Edge
  • https://learn.sparkfun.com/tutorials/programming-the-sparkfun-edge-with-arduino/all
• Adafruit
  • https://www.adafruit.com/category/1006
  • https://www.adafruit.com/product/4317
• Kamera
  • Kamera OV7670

Software

• Main: https://www.tensorflow.org/lite/microcontrollers
• Arduino: Arduino Tensor Flow library with 4 builtin examples
• https://github.com/uTensor/uTensor/
• https://www.edgeimpulse.com/
• https://cartesiam.ai/

Aplikáce

• https://create.arduino.cc/projecthub/manivannan/driver-braking-analyzer-a-tinyml-model-using-edge-impulse-b1f749

Všeobecne o AI, teória a matematika

• Kurz https://course.elementsofai.com/
• https://towardsdatascience.com/understanding-the-mathematics-behind-gradient-descent-dde5dc9be06e
• https://experiments.withgoogle.com/

Populárna a popularizačná AI

Odtialto by sa dalo vselico povyberat aj na nejaky popularny workshop pre deti

• https://teachablemachine.withgoogle.com/ Teachable machine + vela resources
• https://github.com/googlecreativelab/teachablemachine-community/blob/master/snippets/markdown/tiny_image/GettingStarted.md predosle ale s realnym Arduinom Nano BLE a kamerou
• https://quickdraw.withgoogle.com/ Kreslenie s AI

• https://playground.tensorflow.org/ Pekna vizualizacia NN aj s prikladmi a vselico sa tam da menit
• Live demo na MINST a dalsie https://cs.stanford.edu/people/karpathy/convnetjs/ - je tam aj jedno roboticke s otravenymi a zdravymi jablckami