Machine Intelligence: Concepts and Applications- M.Sc/ P.hD

General Information


  • Module: Machine Intelligence: Concepts and Applications
  • Module number lecture: M.WIWI-WIN.0026
  • UniVZ: 801478
  • Cycle: Summer Semester
  • Credits: 6 ECTS
  • Courses of study: Master WI, Master Ufü, Master Economics, Master Applied Computer Science, Offer to all M.Sc/ P.hD
  • Type of teaching and learning: Lecture (8 Block Courses)
  • Examination: Written Examination (currently written report/elabortation due to Covid-19)
  • Language: English
  • Lecturers: Prof. Mohit Kumar (University of Rostock)
  • Contact: Henrik Lechte


Please check this website regularly for updates/changes.

SCHEDULE SUMMER TERM 2022


Registration
01.04.2022, 0:00 - 15.04.2022 23:59 Pre-registration via Stud.IP First-come-first-served
16.04.2022 - 25.04.2022 FlexNow-Registration/Deregistration FlexNow registration is required for participating in the examination
Lectures
22.04.2022, 9:00 - 13:00 Lecture 1 online
29.04.2022, 9:00 - 13:00 Lecture 2 online
06.05.2022, 9:00 - 13:00 Lecture 3 online
13.05.2022, 9:00 - 13:00 Lecture 4 online
20.05.2022, 9:00 - 13:00 Lecture 5 online
03.06.2022, 9:00 - 13:00 Lecture 6 online
10.06.2022, 9:00 - 13:00 Lecture 7 online
Exam
31.08.2022 Written report Details are discussed during the course.




In summer term 2022, the course will likely be taught online via BigBlueButton. The BigBlueButton links can be found in the "Meetings"-section of the Stud.IP course. The lectures will not be recorded.

The number of participants is limited to 30 and prior pre-registration via Stud.IP is required. The pre-registration process is first-come-first-served. Please only pre-register if you intend to participate in the course.

After the first lecture, students have to decide whether they want to participate in the examination and FlexNow-registration/deregistration will then be opened until April 25, 2022.

Exam
Due to the Covid-situation the exam will be replaced by a report that has to be submitted to Prof. Kumar by August 31, 2022. Details are discussed during the course.

Summer term 2021

Please check this website regularly for updates.

Due to the current situation, the course will be taught online via BigBlueButton. The lectures will not be recorded.

Please note: The number of course participants is limited to 30. Therefore, prior registration is required.

Lectures
Block 1, 2: from 8:00 to 16:00 on 23.04.2021 (online);

Block 3, 4: from 8:00 to 16:00 on 04.06.2021 (online);

Block 5, 6: from 8:00 to 16:00 on 18.06.2021 (online);

Block 7, 8: from 8:00 to 16:00 on 02.07.2021 (online);


Learning objectives


The course will introduce the context of computational algorithms in broader areas of Machine Learning, Data Mining, Signal Processing, and Image Processing. The course would remain focused on the study of machine learning and fuzzy computing algorithms with practical applications to Computer Vision, eHealth & mHealth, and Water Distribution System. At the end of the course, the participants should be capable of applying intelligent computing algorithms to address the challenging issue of “uncertainties” in the real-world problems related to data modeling and analysis.

Contents:
• Artificial Intelligence and Machine Learning
• Stochastic Approach to Modeling
• Fuzzy Approach to Modeling
• Image Matching Applications
• Biomedical Signal Processing Applications in eHealth and mHealth
• Big Data Analysis Applications in Water Distribution System Modeling
• Privacy-Preserving Machine Learning