Introduction to Science and Technology
Jan Schlüter
Institut für Kunst und Gesellschaft, Cross-Disciplinary Strategies
2024W, wissenschaftliches Seminar (SEW), 2.0 ECTS, 1.0 SemStd., LV-Nr. S05439
Beschreibung
This course under the umbrella of "Introduction to Science and Technology" aims to strengthen basic AI literacy: an understanding of how computers are used to collect data, process it, and make predictions or generate new data.
The course is held in three blocks:
1. Introduction, Databases and Web Technology
By dissecting two clones of popular web platforms, we will see how intricately they are connected to databases, how the design of relational databases enforces a particular view of the world, and how exactly cookies can be (or could be) used to collect large amounts of data about users.
2. Classification and Neural Networks
Starting from a use case in one of the web platforms, we will reinvent two "classic" classification algorithms, and then move on to artificial neural networks. We will train a neural network for a custom task, and look behind the scenes to clarify there is absolutely no magic involved.
3. Algorithmic Bias and Generative AI
We will look at well-documented cases of algorithmic bias in real-world applications to understand what algorithmic bias is, how it occurs and why it can be difficult to avoid. With this in mind, we will take a critical look at large models trained to produce text or images, both to understand how they work and to uncover some of their shortcomings.
Prüfungsmodalitäten
40% Active participation on all three dates
60% Graded homework, handed out after each of the three sessions, each due within 14 days, each worth 20%
Anmerkungen
For each date, please bring your laptops, if possible, to be able to participate in activities.
Students from other departments or universities will receive a place on the course subject to
room capacities.
Termine
24. Oktober 2024, 09:30–12:45 CDS Lecture Room , „Introduction, Databases and Web Technology“
14. November 2024, 09:30–13:30 CDS Lecture Room , „Classification and Neural Networks“
23. Jänner 2025, 09:30–13:30 CDS Lecture Room , „Algorithmic Bias and Generative AI“
LV-Anmeldung
Von 26. August 2024, 00:00 bis 24. Oktober 2024, 09:30
Per Online Anmeldung
Studienplanzuordnung
Cross-Disciplinary Strategies (Master): Studienfelder 1-3: Studienfeld 2: Wissenschaft und Technologie 569/020.02
Cross-Disciplinary Strategies (Bachelor): Wissenschaft und Technologie: Grundlagenphase 700/002.10
Cross-Disciplinary Strategies (Bachelor): Wissenschaft und Technologie: Vertiefungs-/Anwendungsphase 700/002.20
Mitbelegung: möglich
Besuch einzelner Lehrveranstaltungen: möglich