Registration for this course is open until

**Tuesday, 29.10.2024 23:59**.## News

*Currently, no news are available*

## Neural Networks: Theory and Implementation

This is is the version for** CS, DSAI, VC, Bioinformatics, Systems Engineering, wirtschaftsinformatik,** etc. No CoLi students permitted in this edition.

**Starts:** 22.10.24

**Location**: large lecture hall mathematics, HS1 in E25

**Exam:** 11.2.25 (location will follow a few days before the exam)

**Tutorials**: tbd

**Outline:**

- Linear Algebra and Principal Component Analysis (PCA)
- Numerical Computation
- Machine Learning Basics
- Deep Feedforwad Neural Networks
- Regularization for Deep Learning
- Optimization for Deep Learning
- Convolutional Neural Networks
- Sequence Modelling: Recurrent and Recursive Neural Networks

**Text Books**:

Neural Networks and Deep Learning by Charu C. Aggarwal

Deep Learning by Aaron Courville**, **Ian Goodfellow**, **Joshua Bengio

Geometry of Deep Learning, Jong Chul Ye

Deep Learning Architectures: A Mathematical Approach, Ovidiu Calin