Artificial Intelligence in Medicine II (IN2408)
Course 0000001993 in SS 2023
General Data
| Course Type | lecture with integrated exercises |
|---|---|
| Semester Weekly Hours | 4 SWS |
| Organisational Unit | Informatics 31 - Chair of Artificial Intelligence in Healthcare and Medicine (Prof. Rückert) (Joint Appointment between Department of Medicine und Department of Informatics) |
| Lecturers |
Daniel Rückert Julia Schnabel Christian Wachinger |
| Dates |
Wed, 16:00–18:00, GALILEO Taurus Thu, 14:00–16:00, GALILEO Taurus and 3 singular or moved dates |
Assignment to Modules
-
IN2408: Artificial Intelligence in Medicine II / Artificial Intelligence in Medicine II
This module is included in the following catalogs:- Focus Area Imaging in M.Sc. Biomedical Engineering and Medical Physics
Further Information
Courses are together with exams the building blocks for modules. Please keep in mind that information on the contents, learning outcomes and, especially examination conditions are given on the module level only – see section "Assignment to Modules" above.
| additional remarks | Introduction and examples of advanced prediction and classification problems in medicine; ML for prognostic and diagnostic tasks; risk scores, time-to-event modeling, survival models, differential diagnosis & population stratification, geometric deep learning: point clouds & meshes, mesh-based segmentation, shape analysis, trustworthy AI in medicine: bias and fairness, generalizability, AI for affordable healthcare, clinical deployment and evaluation, data harmonization, causal inference, transformers, reinforcement learning in medicine, ML for neuro: structural neuroimaging, functional neuroimaging, diffusion imaging, ML for CVD: EEG analysis |
|---|---|
| Links |
E-Learning course (e. g. Moodle) TUMonline entry |
Equivalent Courses (e. g. in other semesters)
| Semester | Title | Lecturers | Dates |
|---|---|---|---|
| SS 2024 | Artificial Intelligence in Medicine II (IN2408) | Ezhov, I. Rückert, D. Schnabel, J. Wachinger, C. |
Wed, 16:00–18:00, GALILEO Taurus Thu, 14:00–16:00, GALILEO Taurus |
| SS 2022 | Artificial Intelligence in Medicine II (IN2408) | Rückert, D. Schnabel, J. Wachinger, C. |
Tue, 08:00–10:00, GALILEO 300 Thu, 16:00–18:00, MI HS3 |