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         Machine Learning with TensorFlow.js培訓

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