atcosim / README.md
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metadata
library_name: transformers
language:
  - en
license: apache-2.0
base_model: openai/whisper-tiny
tags:
  - generated_from_trainer
metrics:
  - wer
model-index:
  - name: sumukhshadakshari/whisper-finetuned-all-3
    results: []

sumukhshadakshari/whisper-finetuned-all-3

This model is a fine-tuned version of openai/whisper-tiny on the AtCO2_UWB, Atcosim, Bial dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0779
  • Wer: 3.5377

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: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 5
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
0.1817 1.0 478 0.1959 11.3506
0.0535 2.0 956 0.0927 4.2002
0.0167 3.0 1434 0.0813 3.7055
0.0093 4.0 1912 0.0784 3.6304
0.0029 5.0 2390 0.0779 3.5377

Framework versions

  • Transformers 4.45.2
  • Pytorch 2.4.1
  • Datasets 3.0.1
  • Tokenizers 0.20.1