88-852 Project Information Systems: Data Science for Web-Applications

Course offering details
Instructors: Dr. Kai Brüssau; Michael David Palk
Event type:
Seminar
Displayed in timetable as:
WiInf-BAProjekt
Hours per week:
6
Language of instruction:
German
Min. | Max. participants:
- | 30
Registration group: Anmeldegruppe Projekte
Comments/contents: In this project the students gather in groups of about 3 - 4 people, practically address a problem in the field of data science and then prepare a project report, which presents the solution for the chosen problem from both the theoretical and the practical point of view. At the beginning of the project all students learn the ropes of the field of data science, in particular data mining methods, and get to know the statistical software R. Subsequently, individual groups are formed, each of which selects a problem and tackles it in the further course. During this process, various investigations are carried out according to the KDD process (Knowledge Discovery in Databases) and a solution model is developed. Possible problems are:

  • Classification of customers in order to draft customer profiles and forecast their behavior
  • Recommender systems for recommending music, movies or other products (such as Spotify, Netflix or Amazon)
  • Text mining within document management for identifying specific content (e.g., addresses, customer numbers, billing information, etc.)
  • Text mining for the automated analysis of texts such as Tweets, customer reviews, etc.
  • ...

Depending on the topic, different methods and technologies are used:

  • Artificial Intelligence
  • Machine learning
  • Ensemble learning
  • Named Entity Recognition
  • Artificial Neuronal Networks
  • Random Forest, Boosting
  • Regression Methods
  • ...


The Project can be distinguished form others by its main task to solve practice-relevant and specific problems. The data stems from different internet sources or from direct cooperations with companies, which are currently occupied with solving these kinds of problems.
Class session overview
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15
Instructors
Dr. Kai Brüssau
Michael David Palk
Appointments
Date From To Room Instructors Appointments
1
Date Fri, 31. Jan. 2020
To 14:00
To 16:00
Room WiWi 3136/3142
Instructors Dr. Kai Brüssau; Michael David Palk
2
Date Wed, 8. Apr. 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
3
Date Wed, 15. Apr. 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
4
Date Wed, 22. Apr. 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
5
Date Wed, 29. Apr. 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
6
Date Wed, 6. May 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
7
Date Wed, 13. May 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
8
Date Wed, 20. May 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
9
Date Wed, 27. May 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
10
Date Wed, 10. Jun. 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
11
Date Wed, 17. Jun. 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
12
Date Wed, 24. Jun. 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
13
Date Wed, 1. Jul. 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
14
Date Wed, 8. Jul. 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
15
Date Wed, 15. Jul. 2020
To 09:30
To 15:00
Room WiWi 1077
Instructors Dr. Kai Brüssau; Michael David Palk
Exams in context of modules
Module(start semester)/ Course Requirement combination Exam Date Instructors Compulsory pass
InfB-Proj/1 Project (WiSe 19/20) / InfB_PJ_13.1 Project Information Systems: Data Science for Web-Applications Projektabschluss 2 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes
InfB-Proj/1 Project (WiSe 18/19) / InfB_PJ_13.1 Project Information Systems: Data Science for Web-Applications Projektabschluss 4 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes
InfB-Proj/1 Project (SuSe 20) / InfB_PJ_13.1 Project Information Systems: Data Science for Web-Applications Projektabschluss 1 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes
InfB-Proj/1 Project (SuSe 19) / InfB_PJ_13.1 Project Information Systems: Data Science for Web-Applications Projektabschluss 3 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes
InfB-Proj/1/MCI Project Human-Computer Interaction (WiSe 19/20) / InfB_PJ_13.1 Project Information Systems: Data Science for Web-Applications Final assignment 2 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes
InfB-Proj/1/MCI Project Human-Computer Interaction (SuSe 20) / InfB_PJ_13.1 Project Information Systems: Data Science for Web-Applications Final assignment 1 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes
InfB-Proj/LA Project (WiSe 19/20) / InfB_PJ_13.1 Project Information Systems: Data Science for Web-Applications Final assignment 2 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes
InfB-Proj/LA Project (SuSe 20) / InfB_PJ_13.1 Project Information Systems: Data Science for Web-Applications Final assignment 1 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes
InfB-Proj/LA-1UF Project (SuSe 20) / InfB_PJ_13.1 Project Information Systems: Data Science for Web-Applications Final assignment 1 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes
InfB-WI-Proj/1 Business Informatics Project (single semester) (SuSe 20) / WiInf-BAProjekt Project Information Systems: Data Science for Web-Applications Final assignment 1 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes
InfB-WI-Proj/1 Business Informatics Project (single semester) (SuSe 19) / WiInf-BAProjekt Project Information Systems: Data Science for Web-Applications Final assignment 3 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes
InfB-WI-Proj/1 Business Informatics Project (single semester) (WiSe 19/20) / WiInf-BAProjekt Project Information Systems: Data Science for Web-Applications Final assignment 2 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes
InfB-WI-Proj/1 Business Informatics Project (single semester) (WiSe 18/19) / WiInf-BAProjekt Project Information Systems: Data Science for Web-Applications Final assignment 4 Final assignment No Date Dr. Kai Brüssau; Michael David Palk Yes