UMass’s machine learning course is COMPSCI 589:
https://www.cics.umass.edu/content/spring-19-course-descriptions
Note: 5xx course numbers are “Combined graduate/undergraduate;suitable for upper division undergraduates”, according to:
https://www.umass.edu/senate/sites/default/files/Guide%20to%20Course%20Numbering.pdf