This course teaches you to formulate real-life aspects, such as finding blueberries during a hike, as machine learning problems. You
will learn how to solve these machine learning problems using the most
basic and widely used machine learning methods in the programming
language Python.
Our
main ambition is to provide students with a minimum skill-set that
allows them to make good use of ready-made machine learning libraries
(such as this here). We do not focus on detailed derivations of calculations that are carried out within machine learning methods.
This course is for everybody with some experience in using a higher-level language such as Java, C++ or Scala. You should also be familiar with using vectors and matrices to arrange numbers that represent data points.
Grading. Students
can collect points by choosing freely from different tasks. These tasks
include six coding assignments each worth 100 points. Another task is a
student project (worth up to 600 points). You can verify the current
amount of points you have achieved during the course in the Mycourses
gradebook.
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)
Student Projects.
We
will also offer mini projects where students have to formulate an ML
problem arising from some real-life applications. These applications
could arise from research, study, or every-day life aspects. The grading
of these projects will be based on a report in the form of a Python
notebook with a prescribed outline. These reports might serve as the
basis for a (BSc or MSc) thesis or even a publication.
At
the end of the course, you will be able to apply simple machine
learning methods for your own projects and will be prepared to learn
more complex concepts such as deep learning.
Slack Discussion Forum
Course Slack can be joined by using this link.