Course Information

Course Code:
Course Number:
Code Course Name Language Type
END 476E Machine Learning for Industrial Systems English Elective
Local Credits ECTS Theoretical Tutorial Laboratory
3 4 3 0 0
Course Prerequisites and Class Restriction
Prerequisites (END 311 MIN DD
or END 311E MIN DD
or ECN 211E MIN DD
or ECN 209E MIN DD)

and (MAT 210 MIN DD
or MAT 210E MIN DD
or END 210 MIN DD
or END 210E MIN DD
or ECN 207E MIN DD)

Class Restriction None
Course Description
Machine learning concepts, linear regression, logistic regression, decision trees, k-means clustering, Gaussian Mixture Models, k- nearest neighbors, artificial neural networks, deep learning, support vector machines, hybrid methods, overfitting, cross validation, parameter optimization.