Work with data
Use Python, Colab, data handling, plots, and AI-assisted debugging with confidence.
To learn Machine Learning · 2026/27
Machine Learning
Find your week and open the slides, notes, demonstration, or lab directly. Everything students need is listed below.
Learning journey
From tools to learned representations
The path shows how each part of the course expands what you can do—not simply how many weeks have passed.
Current position Reading the learning map… 30 Sept — 12 Dec
Predict and generalise
Fit and evaluate regression models, engineer features, and control overfitting.
To learnMake decisions
Build, compare, and interpret probabilistic, discriminant, and tree classifiers.
To learnDiscover structure
Reduce dimensions and reveal meaningful groups in unlabelled data.
To learnLearn representations
Train neural networks and understand how convolutional models learn from images.
To learn Course materials
Weekly index
Use “All files” for additional materials and downloads.