whisper-tiny-finetuned-bmd-mx30-shfl-20241112_105222

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

  • Loss: 1.8366
  • Accuracy: 0.4706
  • F1: 0.4755

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: 0.0001
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 1968
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 32
  • 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_ratio: 0.1
  • num_epochs: 15

Training results

Training Loss Epoch Step Validation Loss Accuracy F1
No log 0.8571 3 1.1053 0.2647 0.1108
No log 2.0 7 1.1082 0.2941 0.1683
1.0599 2.8571 10 1.0908 0.3529 0.2644
1.0599 4.0 14 1.0633 0.3824 0.3022
1.0599 4.8571 17 0.9311 0.4706 0.4514
0.6821 6.0 21 1.1443 0.4412 0.4371
0.6821 6.8571 24 1.1714 0.5 0.5002
0.6821 8.0 28 1.2322 0.5294 0.5345
0.193 8.8571 31 1.5522 0.4412 0.4147
0.193 10.0 35 1.7296 0.4706 0.4540
0.193 10.8571 38 1.7856 0.4412 0.4425
0.035 12.0 42 1.8251 0.4412 0.4423
0.035 12.8571 45 1.8366 0.4706 0.4755

Framework versions

  • Transformers 4.46.2
  • Pytorch 2.5.0+cu121
  • Datasets 3.1.0
  • Tokenizers 0.20.3
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