Introduction to Machine Learning with TensorFlow.js
Audience Level: Beginner Topics: Machine Learning/TensorFlow.js/Neural Networks
This is a practical workshop where you'll learn "hands-on" by building 4 different applications from scratch.
You will learn:
- The essential mathematics.
- How to find and use pre-trained models that are available on the internet.
- How to build and train your own neural networks from scratch.
- Finally, you will learn how to use the pre-trained models as a base and extend their functionality with a technique called "Transfer Learning".
npm install a package.
A fully charged laptop. (Sockets are also available on site.)
- Overview of AI + ML
- Neural Networks
- History of TensorFlow and TensorFlow.JS?
- [Project 1] Using a pre-trained model.
- [Project 2] Linear & polynomial regression.
- [Project 3] Classifying handwritten numbers.
- [Project 4] Transfer learning.