Machine Learning with TensorFlow.js Training Course

TensorFlow.js is a JavaScript framework for machine learning. TensorFlow.js enables users to build and train machine learning models directly in JavaScript.

This course is aimed at data scientists who wish to use TensorFlow.js to identify patterns and generate predictions through machine learning models.

Course Outline

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

Contact us

email - [email protected]