What does this fullyconnectedlayer() used for
8 visualizzazioni (ultimi 30 giorni)
Mostra commenti meno recenti
Ahmad Kamal Bin Mohd Nor
il 18 Nov 2019
Risposto: Raunak Gupta
il 21 Nov 2019
Ok. I came across this tutorial from mathwork on lstm:
However in the layer options, there is a bit of confusion
what is the fullyconnectedlayer(50) used for?
When I read lstm layers guideline, the fullyconnectedlayer should be the number of response. In the tutorial above, it is a regression problem with 1 response.
This is really confusing. I dont know why there is this fullyconnectedlayer(50) in the tutorial
0 Commenti
Risposta accettata
Raunak Gupta
il 21 Nov 2019
Hi,
The example mentioned in Sequence-to-Sequence Regression Using Deep Learning uses a multi-layer network that is why a fullyConnectedLayer in between is connected. You may also try the example without it but the number of parameters in the Network will decrease which may affect the overall performance (in terms of accuracy) of the Network. The last layer is fullyConnectedLayer(numResponse) which is according the guideline that are mentioned in here.
It’s a general practice in Deep Learning to include fullyConnectedLayer with appropriate outputSize to make the network deep and using dropoutLayer to prevent the network from overfitting.
0 Commenti
Più risposte (0)
Vedere anche
Categorie
Scopri di più su Image Data Workflows in Help Center e File Exchange
Prodotti
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!