Intelligent Information Systems Lab
Description
Intelligent information systems are AI-based systems that aid users to fulfill their information needs in everyday life and professional contexts such as medicine, technology, or science. The challenge lies in developing the most helpful system for exploring and understanding information regarding a specific domain or application. In addition to conventional web search engines, intelligent information systems also include interactive systems such as dialog systems and chatbots, which implement a conversation-driven search. These systems combine traditional AI methods with machine learning, and language models in particular. In the lab project, intelligent information systems are implemented and evaluated using the above-mentioned technologies based on current research.General Information
Lecturer | Prof. Dr. Martin Potthast |
Teaching Assistants | Dr. Harry Scells, Tim Hagen |
Workload | 4 SWS |
Lab | Thursday, 10:00 s.t. - 14:00, |
Contact | via email or office hours |
Resources
- 01 - Developing a RAG system [view] [download]
- 02 - Hands-On Introduction to Slurm on the Webis GPU Cluster [view]
Further Resources
- 01 - Introduction to Python [view] [download]
- 02 - Introduction to Jupyter [view] [download]
- 03 - How to commandline [MIT's missing-semester]
Lab Sessions
Date | Title | Description | Materials | Deliverables |
---|---|---|---|---|
17.10.2024 | Introduction (Session 1) |
|
|
|
25.10.2024 | Literature Research (Session 2) |
|
|
|
31.10.2024 | Text Classification (Session 3) |
|
|
|
07.11.2024 | Representation Learning I (Session 4) |
|
|
|
14.11.2024 | Representation Learning II (Session 5) |
|
|
|
21.11.2024 | Representation Learning III (Session 6) |
|
|
|
28.11.2024 | RAG Quality I (Session 7) |
|
|
|
05.12.2024 | RAG Quality II (Session 8) |
|
|
|
12.12.2024 | RAG Relevance I (Session 9) |
|
|
|
19.12.2024 | RAG Relevance II (Session 10) |
|
|
|
16.01.2025 | RAG Entailment (Session 11) |
|
|
|
23.01.2025 | Q&A (Session 12) |
|
|
|
30.01.2025 | Final Presentations |
|
|
|
13.02.2025 | Final Report |
|
|
|