Speech Emotion Recognition [99.6% Accuracy] | Wav2Vec2 Transformers | Python

[@bavishkasathyanjana1384]

are there any models that give the classification along with the arousal and valence values?

[@streetridervlog3683]

Can you define how you upload audio_path and labels

[@matutobyron2011]

A blessed day sir. I would like to ask how do we saved and download the model for future predictions? So that we won't rerun the entire code anymore. I would also like to ask how do we load the saved and downloaded model on other notebooks to test if it can generate prediction?

[@HackersRealm]

www.tensorflow.org/tutorials/keras/save_and_load please refer this link for complete detail

[@mdzaidsutar2889]

I am a beginner can u help me , exactly how I can use your model in my machine

[@HackersRealm]

you can run the model using jupyter notebook by installing anaconda software in your machine. please check my initial videos in the playlist to get a clear idea.

[@anushaa4010]

I am a student trying to learn ML. Can you please show my how to use this trained model for prediction using yhat = model.predict(). I see the input X is of shape 5600,40 but when I try to predict for a new 3 second audio file, the np array default shape is 66150 and I am getting Invalid input shape error

[@jitindoriya2375]

How can I use it predict for single audio file ?

[@HackersRealm]

@@jitindoriya2375 i have done it at the end of the video

[@jitindoriya2375]

@@HackersRealm I am an engineer, Can you also tell me if we get speaker attributions like gender or age with this wave2 transformer.? Please provide any article or link for reference

[@jitindoriya2375]

We have developed Vocie AI assistant but it was missing emotion so trying with this method.

[@HackersRealm]

@@jitindoriya2375 not really sure whether you can extract these attributes, if you find a pretrained weights of these specific applications, you could use that to get that information

[@AasiyaFirdaus-i5p]

the code link which you are providing is not accable ,please uplaod the code again

[@HackersRealm]

I have checked now, it's working without issues. May I know what issue you're facing?

[@ramyeonmokja]

I'm trying to develop a speech aggression level detection model. How can I use this to do that?? Pleasee help me!!

[@HackersRealm]

do you have the dataset similar to the same structure like in the video?

[@ramyeonmokja]

@@HackersRealm yes..

[@lifterboy9875]

How can I use only one single data only one audio sir

[@HackersRealm]

@@lifterboy9875 what do you mean by single data