Code: SCI3070

Extent: 20-25 credits

Language: English

Teacher in charge: Professor Samuel Kaski

Administrative contact: Anu Kuusela

Target group: All master's students with sufficient prerequisite knowledge.

Application procedure: Open for all students of Aalto University

Quotas and restrictions: No quotas

Prerequisites: Bachelor-level minor in Computer Science or equivalent knowledge. Please check the prerequisites of the courses before signing up.

Content and structure of the minor

Students take the compulsory course CS-E3210 Machine Learning: Basic Principles and select additional courses from the elective courses list.

Structure of the minor

Code

Name

Credits

Compulsory course

5

CS-E3210Machine Learning: Basic Principles5

Elective courses

15-20

CS-E5710Bayesian Data Analysis5
CS-E4890Deep Learning5
CS-E4820Machine Learning: Advanced Probabilistic Methods5
CS-E4600Algorithmic Methods of Data Mining5
CS-E4830Kernel Methods in Machine Learning5
CS-E4840Information Visualization5
CS-E4870Research Project in Machine Learning and Data Science5