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jangmin/whisper-small-ko-normalized-1273h

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
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whisper-small-ko-normalized-1273h

This model is a fine-tuned version of openai/whisper-small on the None dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.1426
  • —Wer: 0.0671

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
  • —trainbatchsize: 32
  • —evalbatchsize: 32
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_steps: 100
  • —num_epochs: 3
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWer
0.07261.065810.14900.0721
0.03682.0131620.14050.0686
0.03173.0197430.14260.0671

Framework versions

  • —Transformers 4.28.0.dev0
  • —Pytorch 1.13.1+cu117
  • —Datasets 2.11.0
  • —Tokenizers 0.13.2
  • —## Evaluation Result for the dataset google/fleurs

The trained model is evaluated on the test split of subset ko_kr from the dataset google/fleurs. Please note that the model was not trained on the train split from the dataset.

modelWer
openai/whisper0.2826
this model0.2679