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

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