Machine Learning for Physicists 2019 /CourseID:778

Detailed information

Keywords: measurement points transition array wissenschaft vectors space units matrix backpropagation weights memory high samples filters system position python features machine

Most recent entry on 2019-07-03 

Faculty

Lehrstuhl für Theoretische Physik

Recording type

Vorlesungsreihe

Via

Free

Language

English

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.

Associated Clips

Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Machine Learning for Physicists
Prof. Dr. Florian Marquardt
2019-04-24
Free
01:33:01
2
Machine Learning for Physicists
Prof. Dr. Florian Marquardt
2019-05-06
Free
01:24:31
3
Machine Learning for Physicists
Prof. Dr. Florian Marquardt
2019-05-13
Free
01:30:13
4
Machine Learning for Physicists
Prof. Dr. Florian Marquardt
2019-05-15
Free
01:27:15
5
Machine Learning for Physicists
Prof. Dr. Florian Marquardt
2019-05-27
Free
01:23:49
6
Machine Learning for Physicists
Prof. Dr. Florian Marquardt
2019-06-03
Free
01:21:48
7
Machine Learning for Physicists
Prof. Dr. Florian Marquardt
2019-06-05
Free
01:22:54
8
Machine Learning for Physicists
Prof. Dr. Florian Marquardt
2019-06-17
Free
01:25:32
9
Machine Learning for Physicists
Prof. Dr. Florian Marquardt
2019-06-19
Free
01:27:58
10
Machine Learning for Physicists
Prof. Dr. Florian Marquardt
2019-07-01
Free
01:21:46
11
Machine Learning for Physicists
Prof. Dr. Florian Marquardt
2019-07-03
Free
01:32:36

More courses from Prof. Dr. Florian Marquardt

Schloss1
Prof. Dr. Florian Marquardt
2020-05-20
Free / Passwort / Studon
Marquardt, Florian
Prof. Dr. Florian Marquardt
2011-02-03
Free
Marquardt, Florian
Prof. Dr. Florian Marquardt
2010-07-23
Free
Marquardt, Florian
Prof. Dr. Florian Marquardt
2013-07-19
Free

More courses in this category "Naturwissenschaftliche Fakultät"

von Zanthier
Prof. Dr. Joachim von Zanthier
2013-07-17
Passwort
Schloss1
Prof. Dr. Jürgen Schatz
2020-04-29
Free
Schloss1
Prof. Dr. Manami Sasaki
2020-04-29
IdM-login / Studon
Schloss1
Franziska Pechtl
2020-05-28
Passwort / Studon
Birkenhake, Christina
Prof. Dr. Christina Birkenhake
2014-01-30
IdM-login / Passwort