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Shamik/distil-whisper-small-polyAI-minds14

sourceHugging Facemitupdated 3y agoView on Hugging Face
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Distil Whisper Small finetuned on PolyAI Minds14 English US.

This model is a fine-tuned version of distil-whisper/distil-small.en on the Speech Transcription in English from e-banking domain. dataset. It achieves the following results on the evaluation set:

  • —Loss: 1.0182
  • —Wer Ortho: 0.3371
  • —Wer: 0.3318

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: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: constantwithwarmup
  • —lrschedulerwarmup_steps: 50
  • —training_steps: 400
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWer OrthoWer
0.23253.571000.62220.35570.3472
0.01967.142000.84750.37570.3689
0.001410.713000.97290.36300.3555
0.000614.294001.01820.33710.3318

Framework versions

  • —Transformers 4.36.0
  • —Pytorch 2.0.0
  • —Datasets 2.1.0
  • —Tokenizers 0.15.0