The lecture Mathematical Introduction to Machine Learning held
by Dr. rer.-nat. Igor Bjelakovic will start this semester on Tuesday, 15th of October 2024. The course takes place as presence lecture every Tuesday from 16:00 - 18:00 (c.t.) in the HFT- TA Building/ room: 125. The last lecture will be on 11th of February 2025.
In
order to complete the first module (Mathematics of Machine Learning),
the lecture Theory and Algorithms of Machine Learning for Communication
has to be taken additionally in the summer semester term (held by Prof.
Dr.-Ing. Slawomir Stanczak).
In order to complete the
second module (Modern Signal Processing for Communications), the lecture
Modern Signal Processing for Communications has to be taken
additionally in the summer semester term (held by Dr.-Ing. Renato L.G.
Cavalcante).
After
completing both lectures you will be tested in one oral exam
and will receive 6 credit points. Please ask for an examination date at
sekretariat@netit.tu-berlin.de.
Information for exchange students: it is possible to be examined only in one lecture of the module with 3 Credit Points. You do not need to register at the Examination Office, simply ask for an examination date at sekretariat@netit.tu-berlin.de. After passing the exam you receive a certificate.
Recommended Literature
- S. Shalev-Schwartz and S. Ben-David: "Understanding Machine Learning: From Theory to Algorithms", Cambridge University Press, 2014
- M. Mohri, A. Rostamizadeh, A. Talwalker. “Foundations of Machine Learning”, MIT Press, 2018
- R. Vershynin, “High-Dimensional Probability: An Introduction with Applications in Data Science”, Cambridge University Press, 2018
- M. Wainwright, “High-Dimensional Statistics: A Non-Asymptotic Viewpoint”, Cambridge University Press, 2019
- P. Rigollet: Mathematics of Machine Learning, MIT (https://ocw.mit.edu/courses/mathematics/18-657-mathematics-of-machine-learning-fall-2015/lecture-notes/)
- John C. Duchi, "Introductory Lectures on Stochastic Optimization", Stanford University (https://web.stanford.edu/~jduchi/PCMIConvex/Duchi16.pdf)
- Trainer/in: Igor Bjelakovic
- Trainer/in: Kerstin Reinhardt