Week 1 Introduction to Machine Learning

Slides

Notes:

What’s Artificial Intelligence, Machine Learning, Deep learning?
Supervised Learning, Unsupervised Learning, Reinforcement Learning
Machine Learning output types: Regression, Classification, Clustering, Sequence prediction
Existing Machine Learning use cases and creative projects
Existing Machine Learning microcontrollers
Introduction to Tensorflow Lite
TensorFlow Lite for Microcontrollers

Demo / Workshop

Running Speech detection (Yes/No) with TensorFlow Lite on Arduino Nano BLE Sense
- Setting up the Arduino IDE(scroll down to Setting up the Arduino IDE) with Arduino Nano BLE Sense and Tensorflow Lite
- How to load the Arduino code
- Demo
Running sound and image classifier with ml5.js in the browser

Homework

Reading: TinyML Chapter 1 Introduction (Log in with your NYU NetId)
Reading: Get started with machine learning on Arduino
Video: What is a Neural Network?