Google AI for JavaScript developers with TensorFlow.js
Course Features
Duration
7 weeks
Delivery Method
Online
Available on
Limited Access
Accessibility
Mobile, Desktop, Laptop
Language
English
Subtitles
English
Level
Beginner
Effort
4 hours per week
Teaching Type
Self Paced
Course Description
Course Overview
International Faculty
Post Course Interactions
Instructor-Moderated Discussions
Skills You Will Gain
What You Will Learn
Common terms and what they mean
How Machine Learning works (without formal mathematical definitions)
Overview of the TensorFlow.js library
Advantages of using ML in JavaScript
Ways to consume or create Machine Learning models
How to use pre-made “off the shelf” models
What Tensors are in Machine Learning
How to use Tensors with ML models
How to write a simple custom model
Perceptrons (artificial neuron) and how they work
Linear regression to predict numbers using single neuron
Multi layered perceptrons for handling more complex data
How to use models that use Convolutional Neural Networks for images
How to convert Python models to JavaScript
Transfer learning - reusing existing trained models with your own data
Inspiring projects others are creating to seed your own future ideas