TensorFlow.js is the recently-released JavaScript version of TensorFlow that runs in the browser and Node.js. In this talk, we want to introduce the TensorFlow.js ML framework, and show with demo on how to perform the complete machine-learning workflow, including the training, client-side deployment, and transfer learning.