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 instructor-led, live training (online or onsite) 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

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