Deep Learning 2020/2021 /CourseID:1599

Detailed information

Most recent entry on 2020-10-13 

Organisational Unit

Friedrich-Alexander-Universität Erlangen-Nürnberg

Recording type

Vorlesungsreihe

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, ...)

The accompanying exercises will provide a deeper understanding of the workings and architecture of neural networks.

Associated Clips

Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Deep Learning
Prof. Dr. Andreas Maier
2020-09-30
IdM-login
00:21:02
2
Deep Learning
Prof. Dr. Andreas Maier
2020-10-02
IdM-login
00:21:30
3
Deep Learning
Prof. Dr. Andreas Maier
2020-10-04
IdM-login
00:10:09
4
Deep Learning
Prof. Dr. Andreas Maier
2020-10-04
IdM-login
00:16:02
5
Deep Learning
Prof. Dr. Andreas Maier
2020-10-04
IdM-login
00:11:12
6
Deep Learning
Prof. Dr. Andreas Maier
2020-10-09
IdM-login
00:18:20
7
Deep Learning
Prof. Dr. Andreas Maier
2020-10-09
IdM-login
00:12:11
8
Deep Learning
Prof. Dr. Andreas Maier
2020-10-09
IdM-login
00:22:05
9
Deep Learning
Prof. Dr. Andreas Maier
2020-10-10
IdM-login
00:17:15
10
Deep Learning
Prof. Dr. Andreas Maier
2020-10-10
IdM-login
00:15:43
11
Deep Learning
Prof. Dr. Andreas Maier
2020-10-10
IdM-login
00:20:01
12
Deep Learning
Prof. Dr. Andreas Maier
2020-10-11
IdM-login
00:22:55
13
Deep Learning
Prof. Dr. Andreas Maier
2020-10-11
IdM-login
00:10:19
14
Deep Learning
Prof. Dr. Andreas Maier
2020-10-11
IdM-login
00:12:34
15
Deep Learning
Prof. Dr. Andreas Maier
2020-10-11
IdM-login
00:16:17
16
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:09:11
17
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:11:20
18
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:14:18
19
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:09:20
20
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:09:13
21
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:06:48
22
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:13:07
23
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:09:18
24
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:05:18
25
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:13:11
26
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:16:00
27
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:10:03
28
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:13:23
29
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:07:59
30
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:08:10
31
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:11:08
32
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:15:58
33
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:09:39
34
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:09:18
35
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:13:18
36
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:12:34
37
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:18:30
38
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:12:21
39
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:21:27
40
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:24:03
41
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:16:03
42
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:15:08
43
Deep Learning
Prof. Dr. Andreas Maier
2020-10-13
IdM-login
00:18:52
44
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:09:06
45
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:23:01
46
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:18:52
47
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:21:20
48
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:13:19
49
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:10:33
50
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:20:10
51
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:15:45
52
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:15:13
53
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:15:21
54
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:09:36
55
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:08:12
56
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:14:16
57
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:06:24
58
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:20:47
59
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:16:12
60
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:13:39
61
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:11:24
62
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:08:30
63
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:11:15
64
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:17:28
65
Deep Learning
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
00:25:19
66
Bonus Video - Will we ever have consciousness in the machine?
Prof. Dr. Andreas Maier
2020-10-12
IdM-login
01:03:08

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