Introduction to artificial intelligence
Individual course
Max amount of FITech students: 30
Persons without a valid study right to a Finnish university have preference to this course.
The course considers basic methods and problem solving with artificial intelligence-based approaches. The course is concentrated around concepts of search, regression, classification and clustering. The course highlights differences between supervised and unsupervised learning. The course also covers metrics to measure the performance of different artificial intelligence based methods.
Course contents
- Brief introduction and history of artificial intelligence
- Search methods
- Supervised learning
- Regression
- Classification
- Data preprocessing
- Unsupervised learning
- Reinforcement learning
- Neural networks
Learning outcomes
After the course, the student will be able to
- identify potentially suitable artificial intelligence techniques for solving problems,
- distinguish between search, regression, classification and clustering type of problems,
- explain the use of supervised and unsupervised learning and performance measurement methods and metrics.
Course material
Lectures + lecture recordings, programming exercises and additional study material will be available. All material is distributed through learning platform on the course (Moodle).
Python is used as a programming language on this course. All required Python libraries are provided through Moodle.
Teaching & schedule
The course is organised online.
Lectures on Mondays and weekly exams on Thursdays starting from the third week of the course. The lecture recordings will be added to the Moodle platform for independent studies.
Teaching language of the course is English, but materials and the course platform are available also in Finnish.
Completion methods
The course is completed through five weekly exams and five programming exercises. Weekly exams are online but require participation on announced times. Programming exercise submission deadlines are flexible for FITech students. There is no final exam.
More information in the University of Oulu study guide.
You can get a digital badge after completing this course.
alkeet johdanto AI artificial intelligence ohjelmointi programming
Further information about the studies
Contact person for applications
Degree student
Finnish
