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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: 0.3834
- Wer: 27.1722

## 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: 4e-05
- 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: 200
- training_steps: 1000
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step | Validation Loss | Wer     |
|:-------------:|:-----:|:----:|:---------------:|:-------:|
| 0.4596        | 0.42  | 100  | 0.4406          | 96.7351 |
| 0.3757        | 0.85  | 200  | 0.4808          | 29.1732 |
| 0.2286        | 1.27  | 300  | 0.4946          | 33.2807 |
| 0.2038        | 1.69  | 400  | 0.4014          | 27.6988 |
| 0.0945        | 2.12  | 500  | 0.4270          | 27.6988 |
| 0.0872        | 2.54  | 600  | 0.4173          | 26.6456 |
| 0.0828        | 2.97  | 700  | 0.3748          | 25.8031 |
| 0.0301        | 3.39  | 800  | 0.3913          | 32.2801 |
| 0.0229        | 3.81  | 900  | 0.3799          | 27.7514 |
| 0.008         | 4.24  | 1000 | 0.3834          | 27.1722 |


### 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