Machine Learning and Data Analytics Bachelor programs with NC

Machine Learning and Data Analytics Bachelor Programs in Germany with Admission Restriction — Numerus Clausus/NC (2026/27)

Studying Machine Learning and Data Analytics as an international student prepares you to transform large datasets into predictive models and intelligent solutions across industries. The program combines statistics, linear algebra, programming (Python/R), machine learning algorithms, deep learning, data engineering, cloud platforms, and visualization with hands-on projects using real-world datasets. Germany and other leading study destinations offer strong applied research environments and partnerships with tech firms, automotive companies, and AI startups.

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Most Selective Machine Learning and Data Analytics Bachelor Programs

For degree courses with a numerus clausus, part of the study places are allocated according to the grade point average (GPA) of the previous degree. Selection is generally based on how many applicants apply for a place. The higher the grade, the more difficult it is to get onto the course. The German grading system ranges from 1.0 (very good) to 6.0 (unsatisfactory).

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Machine Learning and Data Analytics Germany: All Admission-Restricted Bachelor Programs

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+ Machine Learning+ Computer Science – Dual Studies+ Data Science – Dual Studies+ Artificial Intelligence – Dual Studies+ Applied Computer Science - Dual Studies
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Machine Learning and Data Analytics Bachelor with NC: Glossary

Numerus Clausus (NC)
This Latin term means “limited number” and indicates that a program has restricted admission. In other words, not all applicants can be accepted, so selection is usually based on grades or other criteria when demand exceeds available spots.
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