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Open Source NN on You Phones

tags: 2018, R1
位置: R1
講者:"freedom" Koan-Sin Tan

This talk will be in Taiwanese, the slide deck is in English. You can interrupt the speaker if you have any questions. "freedom" Koan-Sin Tan

slide deck


為何要在手機上面做 NN (Neural Network)

在雲端做會遇到的問題

  • 網路訊號時常不穩
  • 流量花錢就能處理,但是網路延遲很難解決
  • 隱私的問題

NN in cellphone

在 2017 年 Google and Apple 就已經推出了 NN on Device 的 API 了

Google

Google I/O 2017 Mobile First -> AI First
Tensor-Flow Lite
Pixel Visual Code in Pixel 2/3
Google Lens : 拍攝 PCB 板,可以搜尋到類似的產品

Apple

CoreML
Neural Engine in A11 to A12 chip
benchmark analysis

Some Progresses make NN on Edge Device Really Viable

  • SqueezeNet
  • MobileNet V1, V2

TensorFlow Lite and PyTorch/Caffe2

TFLite Converter

Basic Usage

  • model: .title model
  • resovler: if no
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