Machine Learning in Physics 7.5 credits

About the course

This course is designed to introduce undergraduate physics students to the fundamental concepts of machine learning, emphasizing both theoretical foundations and practical applications specific to physics. It covers a broad range of essential machine-learning techniques and models, and addresses the statistical challenges associated with optimizing these methods and evaluating the solutions they produce. Through this course, students will gain a deep understanding of how machine learning can be applied to solve real-world physics problems.

Show syllabus

Apply

Autumn 2025
- Machine Learning in Physics
  
  Second admissions round for EU/EEA citizens
  
  HT25 / Umeå / English / On site
  
  Show more Show less
  
  Starts
  1 September 2025
  
  Ends
  2 November 2025
  
  Number of credits
  7.5 credits
  
  Type of studies
  On site
  
  Study pace
  50%
  
  Teaching hours
  Daytime
  
  Study location
  Umeå
  
  Language
  English
  
  Application code
  UMU-53029
  
  Eligibility
  90 credits including quantum mechanics, electrodynamics, thermodynamics, solid state physics, introductory programming methodology and introductory numerical methods. Proficiency in English and Swedish equivalent to the level required for basic eligibility for higher studies. Requirements for Swedish only apply if the course is held in Swedish.
  
  Selection
  
  Academic credits
  
  Application
  Application deadline was 15 April 2025. The application period is closed. Please note: This second application round is intended only for EU/EEA/Swiss citizens.
  
  Application and tuition fees
  As a citizen of a country outside the European Union (EU), the European Economic Area (EEA) or Switzerland, you are required to pay application and tuition fees for studies at Umeå University.
  
  Application fee: SEK 900
  
  Tuition fee, first instalment: SEK 19,038
  
  Total fee: SEK 19,038
  
  Details about tuition, fees and funding

Apply online via universityadmissions.se
You apply to our programmes and courses via universityadmissions.se – the official website for higher education applications in Sweden. There, you can track your application, check that your documents have been registered, and log in to find our your admission results.
 
Late applications
Admissions to most programmes and courses typically close after the final application deadline. However, some programmes and courses may still accept late applications if seats are available. These are marked “Open for late application” on universityadmissions.se. Please note that late applications are not guaranteed to be reviewed.

More about application and admission

Explore your future at Umeå University

Join a vibrant academic community where high-quality education meets groundbreaking research in science, technology, humanities, and the arts. At Umeå University, you will learn from passionate, expert teachers and benefit from a close connection between research, education, collaboration, and innovation.

World's most satisfied international students

#1 globally in the main categories of Living, Support, and Overall Satisfaction.
A university with health at its core

Umeå University is certified as a Healthy Campus, with many initiatives that promote health and well-being.