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abhinavkashyap92/whisper-tiny-asr-english

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
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Model Card

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whisper-tiny-asr-english

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:

  • —Wer Ortho: 0.3196
  • —Wer: 0.3158
  • —Loss: 0.5223

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: 4
  • —evalbatchsize: 4
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: constantwithwarmup
  • —lrschedulerwarmup_steps: 50
  • —training_steps: 500

Training results

Training LossEpochStepWer OrthoWerValidation Loss
0.48620.891000.39170.37190.5372
0.32131.792000.37690.35710.4777
0.18222.683000.37260.35890.4746
0.0683.574000.32760.31460.4819
0.03334.465000.31960.31580.5223

Framework versions

  • —Transformers 4.30.2
  • —Pytorch 2.0.1+cu118
  • —Datasets 2.13.1
  • —Tokenizers 0.13.3