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Whisper Tiny En - ArtCreativity - Photography Tips

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

  • Loss: 0.7296
  • Wer: 38.0634

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: 8
  • seed: 42
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • training_steps: 4000
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
0.7998 0.7199 1000 0.8235 49.0292
0.5335 1.4399 2000 0.7543 42.1397
0.4172 2.1598 3000 0.7355 40.0646
0.3939 2.8798 4000 0.7296 38.0634

Framework versions

  • Transformers 4.46.3
  • Pytorch 2.4.0
  • Datasets 3.1.0
  • Tokenizers 0.20.0
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Evaluation results

  • Wer on fineaudio-ArtCreativity-Photography Tips
    self-reported
    38.063