Deep Learning 2018/2019

Detailed information

Keywords: arbitrary bernoulli reconstruction deep visualization backpropagation inception block unsupervised label pattern DeepDream Go Detection Siri Alexa machine neuronal multi-layer abstraction

Most recent entry on 2019-01-29 

Faculty

Lehrstuhl für Informatik 5 (Mustererkennung)

Recording type

Vorlesungsreihe

Via

Free

Language

English

Deep Learning (DL) has attracted much interest in a wide range of applications such as image recognition, speech recognition and artificial intelligence, both from academia and industry. This lecture introduces the core elements of neural networks and deep learning, it comprises:

  • (multilayer) perceptron, backpropagation, fully connected neural networks

  • loss functions and optimization strategies

  • convolutional neural networks (CNNs)

  • activation functions

  • regularization strategies

  • common practices for training and evaluating neural networks

  • visualization of networks and results

  • common architectures, such as LeNet, Alexnet, VGG, GoogleNet

  • recurrent neural networks (RNN, TBPTT, LSTM, GRU)

  • deep reinforcement learning

  • unsupervised learning (autoencoder, RBM, DBM, VAE)

  • generative adversarial networks (GANs)

  • weakly supervised learning

  • applications of deep learning (segmentation, object detection, speech recognition, ...)

Associated Clips

Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Deep Learning
Prof. Dr. Andreas Maier
2018-10-16
Free
01:27:00
2
Deep Learning
Prof. Dr. Andreas Maier
2018-10-23
Free
01:24:57
3
Deep Learning
Tobias Würfl
2018-10-30
Free
01:38:06
4
Deep Learning
Prof. Dr. Andreas Maier
2018-11-06
Free
01:17:15
5
Deep Learning
M. Sc. Katharina Breininger
2018-11-13
Free
01:04:36
6
Deep Learning
Prof. Dr. Andreas Maier
2018-11-20
Free
01:04:15
7
Deep Learning
Prof. Dr. Andreas Maier
2018-11-27
Free
01:07:41
8
Deep Learning
Prof. Dr. Andreas Maier
2018-12-04
Free
01:00:59
9
Deep Learning
Prof. Dr. Andreas Maier
2018-12-11
Free
01:06:17
10
Deep Learning
Prof. Dr. Andreas Maier
2018-12-18
Free
01:07:23
11
Deep Learning
M. Sc. Katharina Breininger
2019-01-08
Free
01:22:46
12
Deep Learning
Prof. Dr. Andreas Maier
2019-01-22
Free
01:10:56
13
Deep Learning
Prof. Dr. Andreas Maier
2019-01-29
Free
01:25:16

More courses from Prof. Dr. Andreas Maier

Maier, Andreas
Prof. Dr. Andreas Maier
2016-11-08
Studon
Maier, Andreas
Prof. Dr. Andreas Maier
2017-07-07
Studon
Maier, Andreas
Prof. Dr. Andreas Maier
2017-01-20
Studon
Maier, Andreas
Prof. Dr. Andreas Maier
2016-06-21
Free

More courses in this category "Computer Science"

Eskofier, Björn
Prof. Dr. Björn Eskofier
2014-02-04
Studon
Technik1
2009-11-12
Free
AMOS
Prof. Dr. Dirk Riehle
2018-07-04
Free
Angelopoulou, Elli
Dr. Elli Angelopoulou
2013-02-07
IdM-login