Difference between revisions of "Strategy & Tactics"

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*[http://www.deeplearningpatterns.com/doku.php The Deep Learning AI Playbook | Carlos E. Perez]
 
*[http://www.deeplearningpatterns.com/doku.php The Deep Learning AI Playbook | Carlos E. Perez]
 
*[http://www.deeplearningbook.org/ Deep Learning | Ian Goodfellow and Yoshua Bengio and Aaron Courville]
 
*[http://www.deeplearningbook.org/ Deep Learning | Ian Goodfellow and Yoshua Bengio and Aaron Courville]
 
Architecture:
 
* Variables type
 
* Variable scaling
 
* Cost function
 
* Type of neural network - CNN, RNN, FFN
 
* Number of layers, hidden
 
* Type of layers
 
** LSTM, Dense, Highway
 
** Convolutional
 
** Pooling
 
* Weight initialization type             
 
* Number of nodes
 
* Type of activation function - linear, Sigmoid, ReLU
 
* Dropout rate (or not)
 
* Threshold
 
  
 
<youtube>dfvycjYIMPo</youtube>
 
<youtube>dfvycjYIMPo</youtube>

Revision as of 20:57, 13 May 2018