Practical TensorFlow.js: Deep Learning in Web App Development

Front Matter ....Pages i-xxiv
 Welcome to TensorFlow.js  (Juan De Dios Santos Rivera)....Pages 1-18
 Training our first models  (Juan De Dios Santos Rivera)....Pages 19-76
 Doing k-means with ml5.js  (Juan De Dios Santos Rivera)....Pages 77-90
 Recognizing handwritten digits with convolutional neural networks  (Juan De Dios Santos Rivera)....Pages 91-123
 Making a game with PoseNet, a pose estimator model  (Juan De Dios Santos Rivera)....Pages 125-149
 Identifying toxic text from a Google Chrome Extension  (Juan De Dios Santos Rivera)....Pages 151-162
 Object detection with a model trained in Google Cloud AutoML  (Juan De Dios Santos Rivera)....Pages 163-184
 Training an image classifier with transfer learning on Node.js  (Juan De Dios Santos Rivera)....Pages 185-201
 Time series forecasting and text generation with recurrent neural networks  (Juan De Dios Santos Rivera)....Pages 203-239
 Generating handwritten digits with generative adversarial networks  (Juan De Dios Santos Rivera)....Pages 241-270
 Things to remember, what’s next for you, and final words  (Juan De Dios Santos Rivera)....Pages 271-282
Back Matter ....Pages 283-303