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Section for Cognitive Systems
DTU Compute

02901 Advanced Topics in Machine Learning: Machine Learning Operations MLOps

August 18-22, 2025

Description

The course consists of five days of lectures, exercises, a hackaton, and presentations. The lectures will cover theoretical and practical aspects of Machine Learning Operations. Technical aspects, programming and application of the covered concepts will be explored in tutorials and exercises. The course (2.5 ECTS points) is passed by participating and presesent work done in the hackaton and handing in a small report on one of the topics covered in the course. For further course details click here.

Location

Technical University of Denmark, Lecture hall TBA. (Address: Richard Petersens Plads, 2800 Kgs. Lyngby, Denmark)

Preliminary Course Programme

Monday (9 - 16):

Tuesday (9 - 16):

Wednesday (9 - 16):

Thursday (9 - 18, Location TBA):

Friday (10 - 15):

Requirements

General understanding of machine learning, statistical modeling, mathematics and computer science. Programming experience, ideally in Python. For the course you are required to bring your own laptop computer.

Application and Registration

To participate in the course, an application is required. Please send an application consisting of a CV to jehi@dtu.dk no later than the 21st of June 2025. The applications will be assessed and confirmations will be sent out by the 30th of June.

After revieving a positive confirmation on the application, registration in DTUs systems must be carried out. For academics (masters and PhD students) there is no registration fee for the course. Students affiliated with DTU can use the course planner to register. PhD students outside of DTU have register via here.

For all other participants a course fee will be charged and apart from signing up additional registration must be completed here.

Links to previous courses

2024 version of 02901 Advanced Topics in Machine Learning

2023 version of 02901 Advanced Topics in Machine Learning

2022 version of 02901 Advanced Topics in Machine Learning

2021 version of 02901 Advanced Topics in Machine Learning

2020 version of 02901 Advanced Topics in Machine Learning

2019 version of 02901 Advanced Topics in Machine Learning

2018 version of 02901 Advanced Topics in Machine Learning

2017 version of 02901 Advanced Topics in Machine Learning

2016 version of 02901 Advanced Topics in Machine Learning

2015 version of 02901 Advanced Topics in Machine Learning

2014 version of 02901 Advanced Topics in Machine Learning

For further information, please contact:

DTU Compute, Section for Cognitive Systems, Building 321.
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