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2022-10-21 CAS AML M4 Selected topics on Machine Learning and Artificial Intelligence

CAS Advanced Machine Learning Module 4


CAS AML M4 Selected topics on Machine Learning and Artificial Intelligence
See study plan on math.unibe.ch/cas_aml 

Learning outcomes - graduates
  • are familiar with a wide range of topics in modern machine learning and artificial intelligence research and application
  • can read, understand and communicate scientific publications on machine learning and artificial intelligence
Learning objectives
  • Current topics of research and applications in machine learning and artificial intelligence
  • Graduates and professionals enrolled for the CAS Advanced Machine Learning
  • University or University of Applied Sciences level degree (bachelor, master, phd) 
  • Seminar, presentations given by participants, discussions
Time : Fridays 13:15-15:00 from 2022-10-21 to 2022-12-16
Location : University of Bern, Parkterasse 14, Room 323 (see orientation plan for the room when logged in)

Language: English
Participants : Max 24
Registration : Mandatory (via Ilias)
Every week an ML publication will be provided on Ilias. Participants read the publication in advance and then discuss given questions in groups during the seminar. We have about 9 sessions and about 8 papers to read.

2022-10-21 Paper 1 AlexNet pdf. Francesco and Alessio. (SH MV)
2022-20-28 Paper 2 The GANs Paper (pdf) Julia and Felix (MV)
2022-11-04 Paper 3 Attention is all you need pdf James and Asad (LB)
2022-11-11 Exceptionally no session because of workshop on 2022-11-10, sign up here.
2022-11-18 Paper 6 Graph Neural Networks (pdf), Johannes+Marco, (Bastian Rieck)
2022-11-25 Paper 4 Text to video generation (pdf), Hop (LB)
2022-12-02 Paper 5 Transformers for Time Series pdf Lorenzo + Julian (MV)
2022-12-09 Paper 7 Contrastive Learning (pdf), (MV), discuss James' case last 30 min
2022-12-16 Paper 8 Playing Atari with RL pdf Martin and Jeremy (LB) Last 15 minutes for M6 clarifications (Sigve)

A group presents (slideshow) the paper of the week from13:15 to 13:40. We discuss from 13:40 to 14:30. The last 30 minutes are for discussion related to the participants' (final) projects.
The seminar is organised and held by PD Dr. Sigve Haug, Dr. Mykhailo Vladymyrov and Dr. Lorenzo Brigato.

The seminar was organised and held by Qiyang Hu in 2021. In 2020 it was given by Simon Jenni.