Edit model card

openai/whisper-small

This model is a fine-tuned version of openai/whisper-small on the pphuc25/VietMed-split-8-2 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.8271
  • Wer: 58.2317
  • Cer: 46.8054

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: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 100
  • num_epochs: 20

Training results

Training Loss Epoch Step Validation Loss Wer Cer
0.5609 1.0 569 0.5509 95.7642 78.5963
0.4081 2.0 1138 0.5360 68.6290 56.1987
0.278 3.0 1707 0.5530 34.9844 29.3423
0.187 4.0 2276 0.5937 71.8946 56.4435
0.1106 5.0 2845 0.6325 41.3839 34.3220
0.0761 6.0 3414 0.6773 44.9131 38.3312
0.0398 7.0 3983 0.6962 95.0394 82.5127
0.0317 8.0 4552 0.7284 55.6288 46.0103
0.0187 9.0 5121 0.7376 55.4347 44.4601
0.0099 10.0 5690 0.7598 53.4066 42.1512
0.01 11.0 6259 0.7753 82.2222 67.2734
0.0032 12.0 6828 0.7852 65.0119 47.9815
0.0019 13.0 7397 0.7838 53.5530 40.5203
0.0037 14.0 7966 0.7975 50.7377 40.2000
0.0007 15.0 8535 0.8026 45.6233 36.3097
0.0013 16.0 9104 0.8134 56.5001 44.4010
0.0002 17.0 9673 0.8082 57.5654 46.8896
0.0002 18.0 10242 0.8203 62.1234 49.8199
0.0001 19.0 10811 0.8270 57.0346 46.1639
0.0001 20.0 11380 0.8271 58.2317 46.8054

Framework versions

  • Transformers 4.41.1
  • Pytorch 2.3.0
  • Datasets 2.19.1
  • Tokenizers 0.19.1
Downloads last month
2
Safetensors
Model size
242M params
Tensor type
F32
·
Inference Examples
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social visibility and check back later, or deploy to Inference Endpoints (dedicated) instead.

Model tree for Hanhpt23/whisper-small-vietmed-free_E0-8D3-11

Finetuned
(1750)
this model