Gagnanám og vitvélar

Námsgrein	T-809-DATA
Önn	20243
Einingar	8
Skylda	Nei

Ár	1. ár
Önn	Haustönn/Fall 2024
Stig námsgreinar	4. Framhaldsnám, grunnnámskeið
Tegund námskeiðs	Valnámskeið
Undanfarar	Engir undanfarar.
Skipulag	Ekkert skráð skipulag.
Kennari	Jón Guðnason
Lýsing
Pattern recognition system, classifier design cycle and learning. Statistical pattern recognition, Bayesian decision theory, maximum likelihood and Bayesian parameter estimation. Linear models for classification. Principal component analysis. Multilayer neural networks. Nonparametric methods: k-nearest neighbours and Parzen kernels. Kernel methods and support vector machines. Unsupervised classification, K-means clustering, Gaussian mixture models and expectation maximization. Combination of classifiers, bagging and boosting.
Námsmarkmið
After the course the students should be able to recall, describe and define, the following terms:Pattern recognition system, classifier design cycle and learning. Statistical pattern recognition, Bayesian decision theory, maximum likelihood and Bayesian parameter estimation. Linear models for classification. Principal component analysis. Multilayer neural networks. Nonparametric methods: k-nearest neighbours and Parzen kernels. Kernel methods and support vector machines. Unsupervised classification, K-means clustering, Gaussian mixture models and expectation maximization. Combination of classifiers, bagging and boosting.After the course the students should be able to apply the data mining methods and implement the machine learning algorithms presented in the course using standard programming languages such as Python or Matlab and software packages such as scikit-learn andWeka.After the course the students should be able to design a suitable machine learning algorithm for a real world problem, evaluate its performance, compare different designs and implementations and interpret the results. The students should also be able to present findings and new results in the subject.
Námsmat
To be announced.
Lesefni
Ekkert skráð lesefni.
Kennsluaðferðir
To be announced.
Tungumál	Enska