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# Whisper Vietnamese Vu Hoang Manh

This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the Vietnamese ASR dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1833
- Wer: 17.5861

## 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: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 300
- training_steps: 1500
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step | Validation Loss | Wer     |
|:-------------:|:-----:|:----:|:---------------:|:-------:|
| 0.3729        | 0.14  | 100  | 0.3762          | 52.2663 |
| 0.2959        | 0.27  | 200  | 0.3917          | 81.5851 |
| 0.3286        | 0.41  | 300  | 0.3667          | 36.1694 |
| 0.259         | 0.55  | 400  | 0.3438          | 31.2225 |
| 0.2716        | 0.69  | 500  | 0.3055          | 30.6786 |
| 0.206         | 0.82  | 600  | 0.2960          | 27.8943 |
| 0.1804        | 0.96  | 700  | 0.2694          | 26.9878 |
| 0.123         | 1.1   | 800  | 0.2674          | 24.0223 |
| 0.1189        | 1.23  | 900  | 0.2470          | 22.3388 |
| 0.1101        | 1.37  | 1000 | 0.2291          | 21.8985 |
| 0.1095        | 1.51  | 1100 | 0.2338          | 21.9762 |
| 0.0973        | 1.65  | 1200 | 0.2062          | 18.7257 |
| 0.085         | 1.78  | 1300 | 0.2012          | 19.1531 |
| 0.0796        | 1.92  | 1400 | 0.1844          | 17.7804 |
| 0.0394        | 2.06  | 1500 | 0.1833          | 17.5861 |


### Framework versions

- Transformers 4.37.0.dev0
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0

{"language": ["vi"], "license": "apache-2.0", "tags": ["VHM20191956-SpeechToText", "generated_from_trainer"], "metrics": ["wer"], "base_model": "openai/whisper-small", "model-index": [{"name": "Whisper Vietnamese Vu Hoang Manh", "results": []}]}
transformers tensorboard safetensors whisper automatic-speech-recognition VHM20191956-SpeechToText generated_from_trainer vi base_model:openai/whisper-small license:apache-2.0 endpoints_compatible region:us