|
Machine Learning for Physicists (PW-ML)5 ECTS (englische Bezeichnung: Machine Learning for Physicists)
(Prüfungsordnungsmodul: Machine Learning for Physicists)
Modulverantwortliche/r: Florian Marquardt Lehrende:
Florian Marquardt
Start semester: |
SS 2021 | Duration: |
1 semester | Cycle: |
unregelmäßig |
Präsenzzeit: |
24 Std. | Eigenstudium: |
126 Std. | Language: |
Englisch |
Lectures:
Inhalt:
This is a course introducing modern techniques of machine learning, especially deep neural networks, to an audience of physicists. Neural networks can be trained to perform diverse challenging tasks, including image recognition and natural language processing, just by training them on many examples. Neural networks have recently achieved spectacular successes, with their performance often surpassing humans. They are now also being considered more and more for applications in physics, ranging from predictions of material properties to analyzing phase transitions. We will cover the basics of neural networks, convolutional networks, autoencoders, restricted Boltzmann machines, and recurrent neural networks, as well as the recently emerging applications in physics. Prerequisites: almost none, except for matrix multiplication and the chain rule.
Lernziele und Kompetenzen:
Learning goals and competences:
Students
Verwendbarkeit des Moduls / Einpassung in den Musterstudienplan:
- Advanced Optical Technologies (Master of Science)
(Po-Vers. 2018w | TechFak | Advanced Optical Technologies (Master of Science) | Gesamtkonto | Major Topics | Computational Optics | Machine Learning for Physicists)
Dieses Modul ist daneben auch in den Studienfächern "Materials Physics (Master of Science)", "Physics (Master of Science)", "Physik (1. Staatsprüfung für das Lehramt an Gymnasien)", "Physik (Bachelor of Science)", "Physik (Master of Science)", "Physik mit integriertem Doktorandenkolleg (Bachelor of Science)", "Physik mit integriertem Doktorandenkolleg (Master of Science)" verwendbar. Details
Studien-/Prüfungsleistungen:
Machine Learning for Physicists (Prüfungsnummer: 668977)
(englischer Titel: Machine learning for physicists)
- Prüfungsleistung, Klausur, Dauer (in Minuten): 120, benotet, 5 ECTS
- Anteil an der Berechnung der Modulnote: 100.0 %
- Prüfungssprache: Englisch
- Erstablegung: SS 2021, 1. Wdh.: SS 2021 (nur für Wiederholer)
1. Prüfer: | Florian Marquardt |
- Termin: 28.07.2021, 10:00 Uhr, Ort: Hörsaal D, Staudtstr. 5, Erlangen
|
|
|