~/talk

Machine Learning on the Edge

Talkat PyCon UK 2019 · 2019-09-13..09-17· [embedded-and-hardware, machine-learning]
links:none on file
slides:none on file

Hands-on setup of a Jetson Nano Developer Kit: flash a 16+ GB microSD, add a Raspberry Pi camera, cooling fan and install NVIDIA builds of TensorFlow/PyTorch; heavy training happens in the cloud (PaperSpace) then exported as TensorRT for on-device inference. A live imagenet camera demo runs in real time. A home project pairs the Nano with a NodeMCU collecting PM2.5, CO2 and temp sensors into InfluxDB and plans an LSTM trained in the cloud, inference at the edge.

AI-written summary · about

  1. 0:00Introduction
  2. 0:21Edge computing vs cloud
  3. 22:26Project implementation
  4. 24:02Conclusion and Q&A
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