title

Deep Learning 2018 (Audio)

Prof. Dr. Andreas Maier

5
Followers
15
Plays
Deep Learning 2018 (Audio)
Deep Learning 2018 (Audio)

Deep Learning 2018 (Audio)

Prof. Dr. Andreas Maier

5
Followers
15
Plays
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About Us

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 networksloss functions and optimization strategiesconvolutional neural networks (CNNs)activation functionsregularization strategiescommon practices for training and evaluating neural networksvisualization of networks and resultscommon architectures, such as LeNet, Alexnet, VGG, GoogleNetrecurrent neural networks (RNN, TBPTT, LSTM, GRU)deep reinforcement learningunsupervised learning (autoencoder, RBM, DBM, VAE)generative adversarial networks (GANs)weakly supervised learningapplications of deep learning (segmentation, object detection, speech recognition, ...)

Latest Episodes

13 - Deep Learning 2018

85 MIN2018 JUL 4
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13 - Deep Learning 2018

12 - Deep Learning 2018

78 MIN2018 JUN 27
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12 - Deep Learning 2018

11 - Deep Learning 2018

74 MIN2018 JUN 20
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11 - Deep Learning 2018

10 - Deep Learning 2018

71 MIN2018 JUN 13
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10 - Deep Learning 2018

9 - Deep Learning 2018

72 MIN2018 JUN 6
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9 - Deep Learning 2018

8 - Deep Learning 2018

55 MIN2018 MAY 30
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8 - Deep Learning 2018

7 - Deep Learning 2018

67 MIN2018 MAY 23
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7 - Deep Learning 2018

6 - Deep Learning 2018

56 MIN2018 MAY 16
Comments
6 - Deep Learning 2018

5 - Deep Learning 2018

64 MIN2018 MAY 9
Comments
5 - Deep Learning 2018

4 - Deep Learning 2018

79 MIN2018 MAY 2
Comments
4 - Deep Learning 2018

Latest Episodes

13 - Deep Learning 2018

85 MIN2018 JUL 4
Comments
13 - Deep Learning 2018

12 - Deep Learning 2018

78 MIN2018 JUN 27
Comments
12 - Deep Learning 2018

11 - Deep Learning 2018

74 MIN2018 JUN 20
Comments
11 - Deep Learning 2018

10 - Deep Learning 2018

71 MIN2018 JUN 13
Comments
10 - Deep Learning 2018

9 - Deep Learning 2018

72 MIN2018 JUN 6
Comments
9 - Deep Learning 2018

8 - Deep Learning 2018

55 MIN2018 MAY 30
Comments
8 - Deep Learning 2018

7 - Deep Learning 2018

67 MIN2018 MAY 23
Comments
7 - Deep Learning 2018

6 - Deep Learning 2018

56 MIN2018 MAY 16
Comments
6 - Deep Learning 2018

5 - Deep Learning 2018

64 MIN2018 MAY 9
Comments
5 - Deep Learning 2018

4 - Deep Learning 2018

79 MIN2018 MAY 2
Comments
4 - Deep Learning 2018
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