University of New South Wales
Machine Learning and Data Mining
COMP9417
Iowa State Course Substitution
Introduction to Machine Learning
COMS 4740
Course Info
*This course is no longer available for exchange students after Spring 2023!*
Machine learning (ML) is the algorithmic approach to learning from data. This course provides an introduction to core ideas and techniques in ML, covering theoretical foundations, algorithms, and practical methodology. Algorithms for supervised and unsupervised learning are covered, including regression, classification, neural networks, tree learning, kernel methods, clustering, dimensionality reduction, ensemble methods, and large-scale ML. Students will be given hands-on experience on applying ML algorithms to real problems and datasets.
Review
- Evaluated Date:
- January 13, 2020
- Evaluated:
- Kris De Brabanter
- Expiration Date:
- January 13, 2025
- Comments:
-
This course covers most topics of COMS 474 and even uses similar materials. In my opinion this is an appropriate course substitution.