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Machine Learning and Data Mining

Code: SCI3070

Extent: 20-25 credits

Language: English

Teacher in charge: Professor Samuel Kaski

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-E3210 Machine Learning: Basic Principles 5

Elective courses

15-20

CS-E5710 Bayesian Data Analysis 5
CS-E4890 Deep Learning 5
CS-E4820 Machine Learning: Advanced Probabilistic Methods 5
CS-E4600 Algorithmic Methods of Data Mining 5
CS-E4830 Kernel Methods in Machine Learning 5
CS-E4840 Information Visualization 5
CS-E4870 Research Project in Machine Learning and Data Science 5

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