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Training Deep Neural Networks
Published on Sep 13, 201524273 Views
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Chapter list
Training Deep Neural Networks00:00
Neural Network Online Course01:07
Neural Network02:04
Machine Learning - 106:02
Machine Learning - 207:32
Loss Function13:14
Backpropagation14:23
Flow Graph - 120:56
Flow Graph - 222:13
Regularization - 123:25
Regularization - 224:40
Initialization25:19
Training neural networks - model selection26:47
Machine Learning - 336:02
Model Selection - 137:46
Model Selection - 244:43
Knowing When to Stop52:32
Training neural networks - other tricks of the trade57:57
Other Tricks of the Trade - 158:11
Other Tricks of the Trade - 201:00:11
Gradient Checking01:02:23
Deep learning - difficulty of training01:04:06
Deep Learning - 101:05:25
Deep Learning - 201:06:14
Deep Learning - 301:06:59
Unsuprevised Pre-Training - 101:08:08
Unsuprevised Pre-Training - 201:09:01
Autoencoder01:09:36
Unsuprevised Pre-Training - 301:11:16
Unsuprevised Pre-Training - 401:12:40
Deep Learning - 401:15:26
Deep learning - dropout01:16:31
Deep Learning - 501:16:36
Dropout - 101:16:37
Dropout - 201:18:25
Dropout - 301:18:51
Deep learning - batch normalization01:20:13
Deep Learning - 601:20:22
Batch Normalization - 101:20:55
Batch Normalization - 201:22:03
Batch Normalization - 301:23:27
Batch Normalization - 401:24:15