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# ASR for Slovenian S

This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the Common Voice 13.0 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4490
- Wer Ortho: 24.6693
- Wer: 22.7911

## 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: 1.65e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 50
- training_steps: 4000
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer     |
|:-------------:|:-----:|:----:|:---------------:|:---------:|:-------:|
| 0.0183        | 3.25  | 500  | 0.3935          | 34.5324   | 32.2420 |
| 0.0043        | 6.49  | 1000 | 0.4341          | 25.9573   | 23.8825 |
| 0.0015        | 9.74  | 1500 | 0.4193          | 24.4488   | 22.5125 |
| 0.0004        | 12.99 | 2000 | 0.4299          | 24.4256   | 22.5357 |
| 0.0003        | 16.23 | 2500 | 0.4383          | 24.5417   | 22.6866 |
| 0.0002        | 19.48 | 3000 | 0.4441          | 24.4720   | 22.6286 |
| 0.0002        | 22.73 | 3500 | 0.4477          | 24.6693   | 22.8027 |
| 0.0002        | 25.97 | 4000 | 0.4490          | 24.6693   | 22.7911 |


### Framework versions

- Transformers 4.36.1
- Pytorch 2.1.1
- Datasets 2.15.0
- Tokenizers 0.15.0

{"language": ["sl"], "license": "apache-2.0", "tags": ["generated_from_trainer"], "datasets": ["mozilla-foundation/common_voice_13_0"], "metrics": ["wer"], "base_model": "openai/whisper-small", "model-index": [{"name": "ASR for Slovenian S", "results": [{"task": {"type": "automatic-speech-recognition", "name": "Automatic Speech Recognition"}, "dataset": {"name": "Common Voice 13.0", "type": "mozilla-foundation/common_voice_13_0", "config": "sl", "split": "test+invalidated", "args": "sl"}, "metrics": [{"type": "wer", "value": 22.791129687681412, "name": "Wer"}]}]}]}
transformers tensorboard safetensors whisper automatic-speech-recognition generated_from_trainer sl dataset:mozilla-foundation/common_voice_13_0 base_model:openai/whisper-small license:apache-2.0 model-index endpoints_compatible region:us