Workshop on Machine Learning techniques

The Workshops on Machine Learning techniques are directed to UW employees and students interested in the topic. We would like to present the theory and general basics of machine learning. We will show one of main of environments used in Machine Learning community: PyTorch.  Prior experience and/or knowledge in this subject in not required. The workshop sessions are organised according to increasing complexity of material: 

• day 0 (Friday, 14.04.2023, online) – absolute beginners on Python and ML
• day 1 (Saturday , 15.04.2023, on site) – basic neural networks
• day 2 (Saturday, 22.04.2023, on site) – advanced networks, language processing

It is possible to register for individual sessions.

 

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THE REGISTRATION FORM LINK

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The Workshop program

14.04.2023 (Friday) – on line

16:15 – 17:00 – practical session: Introduction to python (A.Kalinowski)

17:00 – 17:15 – break

17:15 – 18:00 – practical session: Introduction to Machine Learning concepts (A.Kalinowski)

18:00 – 18:15 – break

18:15 – 19:00 – practical session: Introduction to Machine Learning concepts (A.Kalinowski)

 

15.04.2023 (Saturday)

Location: room 1.40 in the Faculty of Physics Pasteura 5

09:15 – 10:00 – practical session: Simple net MLP – implementation in PyTorch, part1 (Sz. Nowakowski)

10:00 – 10:15 – break

10:15 – 11:00 – practical session: Simple net MLP – implementation in PyTorch, part2 (Sz. Nowakowski)

11:00 – 11:15 – break

11:15 – 12:00 – lecture: Autoencoders – introduction and examples (M. Bukowicki)

12:00 – 12:15 – break

12:15 – 13:00 – practical session: Implementation of Autoencoders (M. Bukowicki)

 

22.04.2023 (Saturday)

Location: room 1.40 in the Faculty of Physics, Pasteura 5

09:00 – 10:45 – Rudiments of Natural Language Processing: Data, part 1, part 2 (P. Olbratowski)

10:45 – 11:15 – break

11:15 – 13:00 – Rudiments of Natural Language Processing: Models, part 1, part 2 (P. Olbratowski)

 

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Important information: 

1. The Workshop will be fully held in English
2. The number of participants is limited to 50 persons, expect for the online session on Friday.
3. It is possible to sign up for individual days.
4. The first day is remote on Zoom, other days of the workshop are organized in room 1.40 in the Faculty of Physics, Pasteura 5
5. We will use the Google’s cloud service: Google Colaboratory  for practical exercises. A login to Google account will be necessary. In case of  technical problems with registration, please send an email to: center4ml@uw.edu.pl
6. The details of meeting will be send by email to registered participants a few days before the Workshop