Lecturer:
Prof. Dr. Wolf-Tilo Balke (IfIS)
Prof. Dr. Tim Kacprowski (PLRI)
Prof. Dr.-Ing. Lars Wolf (IBR-CM)
Assistant:
M. Sc. Lisa-Marie Bente (PLRI)
Classification: Master Data Science
Credits: 10
Exam: oral
Regular Dates:
Lectures every Monday (15:00 - 16:30) and Friday (08:00 - 09:30)
Exercises every Friday (09:45 - 11:15)
On-Demand (announced personnaly)
This module is provided by the Institute for Information Systems (IfIS), the Peter L. Reichertz Institute for Medical Informatics (PLRI), the Institute for Application Security (IAS) and the Connected and Mobile Systems group of the Institute of Operating Systems and Computer Networks (IBR-CM).
Participation and Examination
The audience of this course are Data Science master students with a BSc in mathematics (or a comparable topic). Data Science students with a BSc in computer science should refer to the corresponding ramp up course in mathematics!
Please register in Stud.IP since some materials will be published exclusively there.
The module is concluded by an oral exam. More information on the exam will follow at the end of the semester. In general, if you have any organizational questions, please contact Florian Plötzky.
Lecture Modes
Note that this course starts after a two week joint ramp up period. All exercises of the course are live events, the lectures are either live or on-demand. Refer to the following list for the respective lecture modes:
Summary:
After successful completion of this module, students have a basic understanding of the underlying concepts of computer science that are necessary for data science.
They are able to
Day | Date | Topic | Slides | Videos | Institute |
---|---|---|---|---|---|
Mo. | 24.04 | Introduction and Data Modeling | [DB1] | [DB1] | IfIS |
on-demand | Software Development Processes & Requirement Analysis | [SE1] | Stud.IP | PLRI | |
Mo. | 01.05 | No lecture (1st of May) | |||
on-demand | Class Diagrams | [SE2] | Stud.IP | PLRI | |
Mo. | 08.05 | The Relational Model | [DB2] | [DB2] | IfIS |
on-demand | Behavioral Diagrams | [SE3] | Stud.IP | PLRI | |
Mo. | 15.05 | Relational Databases and SQL | DB3 | [DB3] | IfIS |
on-demand | Software Architecture & Design Patterns | [SE4] | Stud.IP | PLRI | |
Mo. | 22.05 | Semi-Structured Data Formats | [DB4] | [DB4] | IfIS |
on-demand | Quality Management | [SE5] | Stud.IP | PLRI | |
Excursion Week (no lecture) | |||||
Mo. | 05.06 | Data Annotation and Knowledge Graphs | [DB5] | [DB5] | IfIS |
on-demand | Project Management | [SE6] | Stud.IP | PLRI | |
Mo. | 12.06 | Introduction to Text Mining | [DB6] | [DB6] | IfIS |
Fr. | 16.06 | No lecture (to start the security part on the next Monday) | |||
on-demand | Introduction and Security Basics | [S1] | [S1.1], [S1.2], [S1.3] | IAS | |
on-demand | Cryptography in a Nutshell | [S2] | [S2.1], [S2.2], [S2.3], [S2.4] | IAS | |
on-demand | Authentication & Access Control | [S3] | [S3.1], [S3.2], [S3.3]] | IAS | |
on-demand | Network and Software Security | [S4.1] | [S4.1.1], [S4.1.2], [S4.1.3] | IAS | |
on-demand | Attacks on Machine Learning | [S4.2] | [S4.2.1], [S4.2.2] | IAS | |
on-demand | Introduction to Distributed Systems | [DS1] | [DS1] | IBR-CM | |
on-demand | Communication | [DS2] | [DS2] | IBR-CM | |
on-demand | Fault Tolerance | [DS3] | [DS3] | IBR-CM | |
on-demand | Scalability | [DS4] | [DS4] | IBR-CM | |
Date | Topic Material | Room | Institute | |
---|---|---|---|---|
28.04 | Data Modeling | [Ex1], [Sol1] | Webex | IfIS |
05.05 | Software Development Processes & Requirement Analysis | [Ex1] | BBB | PLRI |
12.05 | Data Modeling and the Relational Model | [Ex2], [Sol2] | Webex | IfIS |
19.05 | Class Diagrams & Behavioral Diagrams | [Ex2] | BBB | PLRI |
26.05 | SQL and Semi-Structured Data Formats | [Ex3], [Sol3] | Webex | IfIS |
Excursion Week (no lecture) | ||||
09.06 | Software Architecture & Quality Management | [Ex3] | BBB | PLRI |
16.06 | No Exercise | |||
23.06 | IT Security Exercise 1 | [Ex1] | Announced by IAS | IAS |
30.06 | IT Security Exercise 2 | [Ex2] | Announced by IAS | IAS |
07.07 | Distributed Systems Exercise 1 | [Ex1] | IZ 105* | IBR-CM |
14.07 | Distributed Systems Exercise 2 | IZ 105* | IBR-CM |
* IZ 105 = room 105 on the first floor of the "Informatikzentrum", Mühlenpfordtstraße 23.