Intro

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?