Comments
Cybersecurity and AI is a four semester lecture cycle covering all main aspects of Cybersecurity and AI. This course teaches the fundamentals of Representation Learning and Anomaly Detection. It is in principle possible to start the lecture cycle at any semester.
The course outline is:
1. Introduction
Representation Learning (unique-, shared-, rate distortion limits)
Anomaly Detection (overview, approaches, metrics)
2. Classical ML
Types of datasets (images, text, tabular data, )
Preprocessing Tools (statistical tools, matrix factorizations, …)
Advanced Tools (Deconvolution, sparse processing, super resolution, …)
ML Toolbox (SVM / kernel methods, clustering, random /isolation forests, …)
ML-based anomaly detection and examples
3. Deep Learning I
MLP and CNN basics
Autoencoder
Reconstruction based anomaly detection
4. Deep Learning II
VAE, GAN, normalizing flows, cross-domain families (CycleGAN etc.)
Transformer I (Multi-head attention)
Transformer II (Tab/FT transformer, ViT)
Self-supervised learning
Advanced deep anomaly detection algorithms
5. Application examples in 5G/6G and IoT networks
16 Class schedule
Additional appointments
Thu, 2024-03-07 11:00 - 13:00
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/137 Konferenzraum (Takustr. 9)
Mon, 2024-03-11 10:00 - 16:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/K40 Multimediaraum (Takustr. 9)
Mon, 2024-03-11 10:00 - 13:00
Cybersecurity and AI III
Location:
T9/137 Konferenzraum (Takustr. 9)
Mon, 2024-03-11 14:00 - 16:30
Cybersecurity and AI III
Location:
T9/137 Konferenzraum (Takustr. 9)
Regular appointments
Tue, 2023-10-17 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/SR 005 Übungsraum (Takustr. 9)
Tue, 2023-10-24 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/SR 005 Übungsraum (Takustr. 9)
Tue, 2023-10-31 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/SR 005 Übungsraum (Takustr. 9)
Tue, 2023-11-07 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/SR 005 Übungsraum (Takustr. 9)
Tue, 2023-11-14 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/SR 005 Übungsraum (Takustr. 9)
Tue, 2023-11-21 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/SR 005 Übungsraum (Takustr. 9)
Tue, 2023-11-28 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/055 Seminarraum (Takustr. 9)
Tue, 2023-12-05 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/055 Seminarraum (Takustr. 9)
Tue, 2023-12-12 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/055 Seminarraum (Takustr. 9)
Tue, 2023-12-19 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/055 Seminarraum (Takustr. 9)
Tue, 2024-01-09 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/055 Seminarraum (Takustr. 9)
Tue, 2024-01-16 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/055 Seminarraum (Takustr. 9)
Tue, 2024-01-23 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/055 Seminarraum (Takustr. 9)
Tue, 2024-01-30 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/055 Seminarraum (Takustr. 9)
Tue, 2024-02-06 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/055 Seminarraum (Takustr. 9)
Tue, 2024-02-13 12:00 - 13:30
Cybersecurity and AI III
Lecturers:
Prof. Dr.-Ing. Gerhard Wunder
Location:
T9/055 Seminarraum (Takustr. 9)
