Machine Learning
Postgraduate course, ATU Donegal, Department of Computing, 2022
A 10 ECTS module on the MSc in Data Science, covering a range of topics across supervised, unsupervised, and reinforcement learning, as well as model development and refinement techniques.
Topics include:
- Nearest neighbour models;
- Regression;
- Decision trees and ensemble models;
- Support vector machines;
- Principal component analysis;
- Bayesian models;
- Clustering models;
- Expectation maximisation;
- The curse of dimensionality;
- Regularisation;
- Bias-variance tradeoff;
- Cross validation;
- Reinforcement learning;
- Neural networks;
- Generative models.