IMPRS / Origins Data Science Block Course
The Origins Data Science Lab (ODSL) and the International Max Planck Research School on Elementary Particle Physics (IMPRS) is organizing a block course on "Introduction to Machine Learning" targeted towards PhD students in physics. Interested MSc students from LMU and TUM are welcome as well.
The courses will take place in person at the MPP building at Forschungszentrum Garching. The lectures and tutorials will take place in person in the Alps room (A.1.01/03) which is the main auditorium located on the first floor of the MPP. After entering the building via its main entrance on the Boltzmannstrasse, please take the stairs to the right of the Heisenberg cafe to get to the first floor. When reaching the first floor, the main auditorium is directly on the right hand side and facing the Boltzmannstrasse.
Note that the automatic glass main entrance works only until 4:00 PM. Thus, for the sessions starting at 4:00 PM it will be recommended to enter the building already at 3:50 PM.
The two-week introductory block course (15.04.2023 - 25.04.2023) will cover the following topics:
- First Week:
- Linear models, supervised learning
- Machine Learning theory (bias / variance trade-off)
- Intro to Neural Networks (universal approximation theorem, optimizers)
- Automatic differentiation, deep learning frameworks (e.g, pytorch)
- Classical clustering algorithms
- Second Week:
- Convolutional Neural Networks (grid-based models)
- Geometric Deep Learning and Graph Neural Networks
- Deep Generative Models
Please Register for the Event using the Registration Link.
With lecturers:
- Nicole Hartman, nicole.hartman@tum.de
- Baran Hashemi, baran.hashemi@origins-cluster.de
Repository with Exercises: GitHub
Forms of credit: This semester there will be no official ECTS credits. We'll have time for tutorials with tutors available to help work through the solutions, but there is not a need to submit these tutorials for a course grade. Certificates of participation may be provided on request.
Zoom connection
https://tum-conf.zoom-x.de/j/63431946615?pwd=cm9JZWdLSmVJRU50cjRLSFNubndFdz09
Meeting ID: 634 3194 6615
Passcode: 443046
Aleksandra Grudskaia
Alena Khokhriakova
Alessandro Ratti
Ana Bacelj
Anik Halder
Anisha Anisha
Aparna Sankar
Avalon Rego
Benedikt Wach
Boris Betancourt Kamenetskaia
Brennan Hackett
Chiara Leonhardt
Christian Biello
Claudia Toci
Cole Johnston
Dandi Zhang
Daniel Karner
Elena Viscardi
Eleonora Bianchi
Elia Mazzucchelli
Emma Chizzali
Fabian Wagner
Fabio Novissimo
Felix Hagemann
Giacomo Contri
Giorgio Pirola
Hanieh Zandinejad
HeeSu Byum
Ivana Bab
Ivana Nikolac
Jakob Ehring
Jakob Linder
Jana Grupa
Jarred Green
Jaydeep Govind Kandekar
Joanne Tan
Jonathan Schubert
Joy Sanghavi
Ka Hei Choi
Laura Di Federico
Ludwig Burger
Luise Meyer-Hetling
Marija Minzburg
Marius Wiesemann
Marta Monelli
Maryam Tajalli
Moh Ashari
Nandini Jain
Paula Sanchez Saez
Payam Vaghefi
Peter Hinderberger
Qiang Wang
Robert Willer
Safak Celik
Sagar Hazra
Sankalp Choudhuri
Sijin Chen
Silas Zelmer
Storm Feng Lin
Surya Shivaprasad
Teresa Braun
Tobias Preis
Ulrich Walter
Valeriya Korol
Vyoma Muralidhara
Yunhe Wang
Zeynep Su Selcuk
