Track

AI lessons

3 lessons in this track. Work through them in order — each builds on the last.

Lesson 150 minBeginner

Intro to Machine Learning

Understand datasets, features and training loops without the maths overload — and run your first model.

Steps

  1. 1Learn the difference between supervised and unsupervised learning.
  2. 2Load a small labeled dataset.
  3. 3Train a simple classifier and check accuracy.
  4. 4Visualise what the model learned.
Lesson 265 minIntermediate

Computer Vision Basics

Capture images, preprocess them and train an image classifier that runs on-device.

Steps

  1. 1Capture a balanced dataset of images.
  2. 2Resize and normalise images for training.
  3. 3Train a lightweight CNN classifier.
  4. 4Export and run inference on the edge board.

Prerequisites: Intro to Machine Learning

Lesson 355 minIntermediate

Speech Recognition Basics

Capture audio, detect a wake word and map spoken commands to actions on your device.

Steps

  1. 1Record short audio clips for each command.
  2. 2Extract simple audio features.
  3. 3Train a wake-word / command classifier.
  4. 4Trigger device actions from recognised commands.

Prerequisites: Intro to Machine Learning