Computational Mathematics
Postgraduate course, ATU Donegal, Department of Computing, 2023
10 ECTS module on the MSc in Data Science, providing a comprehensive foundation in the mathematics underpinning data science and machine learning.
Topics include:
- Matrix algebra and aspects of computation;
- Multivariate calculus;
- Gradient descent;
- Backpropagation for neural networks;
- Probability distributions;
- Central limit theorem;
- Statistical inference and hypothesis testing.
Years taught: 2022-2023, 2023-2024.