TensorFlow.js Deployment Guide

Upload a Trained Model

Fork this repository
Create a new file mobilenet_1/README.md
Extract model.zip
Upload all files into mobilenet_1 folder
Click model.json > Raw
Copy raw URL of model.json
Download and extract this forked repository
Replace the model URL in index.js at tf.loadModel()

Setup Environment

Install Docker

Ubuntu: https://docs.docker.com/install/linux/docker-ce/ubuntu/
macOS: https://docs.docker.com/docker-for-mac/install/
Microsoft Windows: https://docs.docker.com/docker-for-windows/install/

Pull Docker image (~200MB)

docker pull mrteera/tfjs:base

Run Docker docker run -it --rm -v :/root/tfjs-pacman -p 1234:1234 mrteera/tfjs:base /bin/bash
install TensorFlow.js

cd /root/tfjs-pacman
yarn add @tensorflow/tfjs
yarn add @tensorflow/tfjs-node
yarn

Run yarn watch