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Adaptation using K2

Open AlexandderGorodetski opened this issue 1 year ago • 1 comments

Hello guys,

I have 4500 hours of data transcribed with Whisper.

In addition I have 250 hours of data transcribed manually.

Can I perform initial epochs with 4500 hours and afterwards I can perform additional 10 epochs with 250 hours.

What do you think?

Thanks, AlexG.

AlexandderGorodetski avatar Sep 30 '24 11:09 AlexandderGorodetski

Hey,

Training initial epochs 10 or 15 eochs with the weakly supervised data (such as the whisper transcripts) should work in principle. But it totally depends what you want to achieve - if you are targeting strong performance only on the manually transcribed data- go for fine-tuning. If your goal is to just complement your weakly supervised data with manually transcribed data to improve the overall performance, then using mux might be a good idea.

Could you also post your conclusions from results. Would be interesting to read. thanks

sangeet2020 avatar Oct 02 '24 12:10 sangeet2020