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Whisper large V2 to Kaggle Albanian

This model is a fine-tuned version of openai/whisper-large-v2 on the rishabhjain16/kaggle_albanian default dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3393
  • Wer: 25.1606

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 1e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • training_steps: 5000
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
0.3422 0.1 500 0.5929 44.6536
0.4805 0.2 1000 0.4738 37.5890
0.3886 0.3 1500 0.4295 34.2173
0.3929 0.4 2000 0.3847 30.9552
0.2195 1.09 2500 0.3645 28.2136
0.1844 1.19 3000 0.3627 27.7056
0.1873 1.29 3500 0.3520 27.1403
0.1695 1.39 4000 0.3335 26.1816
0.089 2.08 4500 0.3623 26.1094
0.072 2.18 5000 0.3393 25.1606

Framework versions

  • Transformers 4.37.2
  • Pytorch 1.14.0a0+44dac51
  • Datasets 2.17.1
  • Tokenizers 0.15.2
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