Machine Learning with TensorFlow.js培训
Introduction
TensorFlow.js Overview
What is TensorFlow.js
TensorFlow features
Math operations and memory management
Preparing the Development Environment
Installing and configuring TensorFlow.js
Running TensorFlow.js
Running TensorFlow.js on a browser
Running TensorFlow.js under Node.js
Data Preparation
Reading and writing to data
Preparing features
Labeling data
Normalizing data
Splitting data into test data and training data
Machine Learning Models
Creating a model
Creating layers
Compiling a model
Training and Testing
Training models
Testing models
Predictions and Regressions
Integrating a UI
Loading a model
Visualizing predictions
Creating regressions
Classifications
Working with binary classification
Working with multi-class classification
Summary and Conclusion