Unit of Study COMP6001 Computational Intelligence and Machine Learning (2024)

Unit description

Introduces students to computational intelligence and machine learning techniques including regression and artificial neural networks. The unit provides students with foundation knowledge and skills to utilize a range of computational intelligence and machine learning algorithms. Students will take an algorithmic approach to machine learning and learn through solving real-world problems.

Unit content

Module 1: Introduction to machine learning
Module 2: Regression modelling
Module 3: Generalisation, model assessment and selection
Module 4: Feed-forward neural networks and backpropagation
Module 5: Convolutional neural networks
Module 6: Model regularisation