19238501 Lecture

SoSe 19: Deep Learning

Frank Noe

Additional information / Pre-requisites

This lecture/lab course is suitable for Master students of Mathematics, Computer Science or Computational Sciences
Students of the Computational Sciences program can combine this lecture/lab course with 19234502 + 19234501 (Mathematical aspects in machine learning) to complete “complex algorithms A/B”

  

close

Comments

Qualification objectives: The students have a basic understanding of algebraic and computational methods for deep neural networks, their application scope and can practically build and train them with state-of-the-art software tools. They are familiar with typical deep learning structures and understand the relationship to their shallow counterparts.

Content:

- Perceptron

- Multilayer neural network and universal represenation theorem

- Backpropagation

- Deep feedforward networks

- Convolutional Neural Networks

- Autoencoder versus principal component analysis

- Time-autoencoder versus time-lagged independent component analysis

- Generative networks: Variational Autoencoders and Adversarial Generative Networks

- Active learning

close

12 Class schedule

Additional appointments

Fri, 2019-07-12 14:00 - 16:00
Klausur

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
Hs A (Raum B.006, 200 Pl.) (Arnimallee 22)

Fri, 2019-08-16 12:00 - 14:00
Nachklausur

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
Hs A (Raum B.006, 200 Pl.) (Arnimallee 22)

Regular appointments

Fri, 2019-04-12 14:00 - 16:00

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
T9/Gr. Hörsaal (Takustr. 9)

Fri, 2019-04-26 14:00 - 16:00

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
T9/Gr. Hörsaal (Takustr. 9)

Fri, 2019-05-03 14:00 - 16:00

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
T9/Gr. Hörsaal (Takustr. 9)

Fri, 2019-05-10 14:00 - 16:00

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
T9/Gr. Hörsaal (Takustr. 9)

Fri, 2019-05-17 14:00 - 16:00

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
T9/Gr. Hörsaal (Takustr. 9)

Fri, 2019-05-24 14:00 - 16:00

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
T9/Gr. Hörsaal (Takustr. 9)

Fri, 2019-05-31 14:00 - 16:00

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
T9/Gr. Hörsaal (Takustr. 9)

Fri, 2019-06-07 14:00 - 16:00

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
T9/Gr. Hörsaal (Takustr. 9)

Fri, 2019-06-14 14:00 - 16:00

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
T9/Gr. Hörsaal (Takustr. 9)

Fri, 2019-06-21 14:00 - 16:00

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
T9/Gr. Hörsaal (Takustr. 9)

Fri, 2019-06-28 14:00 - 16:00

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
T9/Gr. Hörsaal (Takustr. 9)

Fri, 2019-07-05 14:00 - 16:00

Lecturers:
Univ.-Prof. Dr. Frank Noe

Location:
T9/Gr. Hörsaal (Takustr. 9)

Subjects A - Z