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SverreNystad/whisper-tiny-english

sourceHugging Faceapache-2.0updated 1y agoView on Hugging Face
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Whisper Small En - Sverre Nystad

This model is a fine-tuned version of openai/whisper-tiny on the PolyAI/minds14 dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.9366
  • —Wer Ortho: 0.3226
  • —Wer: 0.3241

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: 16
  • —evalbatchsize: 16
  • —seed: 42
  • —optimizer: Use OptimizerNames.ADAMWTORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizerargs=No additional optimizer arguments
  • —lrschedulertype: constantwithwarmup
  • —lrschedulerwarmup_steps: 50
  • —training_steps: 4000
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWer OrthoWer
0.000117.85715000.75300.32330.3235
0.035.714310000.79490.31830.3200
0.053.571415000.82470.32020.3217
0.071.428620000.85070.32450.3264
0.089.285725000.87480.32140.3235
0.0107.142930000.89500.32080.3229
0.0125.035000.91550.31650.3188
0.0142.857140000.93660.32260.3241

Framework versions

  • —Transformers 4.52.4
  • —Pytorch 2.6.0+cu124
  • —Datasets 3.6.0
  • —Tokenizers 0.21.1