Which neural network to choose for classification from text/speech?
$begingroup$
I am considering two tasks:
- Dialog Act Classification from Text (e.g. classify to: question; opinion; ...)
- Emotion Recognition from Speech (e.g. happy; calm; sad; ...)
Which DL model should perform better for such tasks? I am planning to use CNN which should work for both of them, however not sure how well. Can I apply LSTM or some other methods? I used Keras before.
Is it good to apply attention mechanism or some other approaches for these 2 tasks?
neural-network deep-learning lstm cnn natural-language-process
asked 7 mins ago
G.H.G.H.
1
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$endgroup$
add a comment |
$begingroup$
I am considering two tasks:
- Dialog Act Classification from Text (e.g. classify to: question; opinion; ...)
- Emotion Recognition from Speech (e.g. happy; calm; sad; ...)
Which DL model should perform better for such tasks? I am planning to use CNN which should work for both of them, however not sure how well. Can I apply LSTM or some other methods? I used Keras before.
Is it good to apply attention mechanism or some other approaches for these 2 tasks?
neural-network deep-learning lstm cnn natural-language-process
asked 7 mins ago
G.H.G.H.
1
New contributor
G.H. is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
add a comment |
$begingroup$
I am considering two tasks:
- Dialog Act Classification from Text (e.g. classify to: question; opinion; ...)
- Emotion Recognition from Speech (e.g. happy; calm; sad; ...)
Which DL model should perform better for such tasks? I am planning to use CNN which should work for both of them, however not sure how well. Can I apply LSTM or some other methods? I used Keras before.
Is it good to apply attention mechanism or some other approaches for these 2 tasks?
neural-network deep-learning lstm cnn natural-language-process
asked 7 mins ago
G.H.G.H.
1
New contributor
G.H. is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
I am considering two tasks:
- Dialog Act Classification from Text (e.g. classify to: question; opinion; ...)
- Emotion Recognition from Speech (e.g. happy; calm; sad; ...)
Which DL model should perform better for such tasks? I am planning to use CNN which should work for both of them, however not sure how well. Can I apply LSTM or some other methods? I used Keras before.
Is it good to apply attention mechanism or some other approaches for these 2 tasks?
neural-network deep-learning lstm cnn natural-language-process
neural-network deep-learning lstm cnn natural-language-process
asked 7 mins ago
G.H.G.H.
1
New contributor
G.H. is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
asked 7 mins ago
G.H.G.H.
1
New contributor
G.H. is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
asked 7 mins ago
G.H.G.H.
1
New contributor
G.H. is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
asked 7 mins ago
G.H.G.H.
1
asked 7 mins ago
G.H.G.H.
1
1
New contributor
G.H. is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
New contributor
G.H. is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
G.H. is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
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