Machine Learning in JavaScript with TensorFlow.js

Master machine learning with JavaScript and TensorFlowJS. Add artificial intelligence to websites, Node.js and web apps!

Created by: tech.courses team
Learn by Doing - Technical Courses, Professionally Delivered

Created by: Justin Emery
JavaScript / Machine Learning Engineer

What Will I Learn?

• Machine Learning in Javascript and TensorFlowJS 4
• Deep Learning and Neural Network concepts
• Why TensorFlow for JavaScript is a game changer
• Defining machine learning models
• How to install and run TensorFlowJS 4
• How TensorFlowJS 4 is optimised
• Training machine learning models
• Data preparation for machine learning
• How to make accurate predictions
• Linear regression
• Binary classification
• Multi-class classification
• Heatmap visualisation
• Scatter-plot visualisation
• Importing and normalising data
• How to manage memory in TensorFlowJS 4
• Tensor mathematics
• Saving machine learning models
• Inputting and outputting using a web browser
• Javascript and machine learning integration
• Shuffling, and splitting data
• In-depth labs for practical development

Requirements

• Javascript basics
• Some high school maths (but we give links if you need a refresher!)

Target audience

• Anyone who wants to start using machine learning in their apps and websites using Javascript