Automatic Speech Recognition
Transformers
TensorBoard
Safetensors
Uzbek
whisper
Generated from Trainer
Eval Results (legacy)
Instructions to use IbratDO/whisper-small-linkdata with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use IbratDO/whisper-small-linkdata with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("automatic-speech-recognition", model="IbratDO/whisper-small-linkdata")# Load model directly from transformers import AutoProcessor, AutoModelForSpeechSeq2Seq processor = AutoProcessor.from_pretrained("IbratDO/whisper-small-linkdata") model = AutoModelForSpeechSeq2Seq.from_pretrained("IbratDO/whisper-small-linkdata") - Notebooks
- Google Colab
- Kaggle
Whisper Small UZ - Link Data
This model is a fine-tuned version of openai/whisper-small on the UzbekVoice 1K Row dataset. It achieves the following results on the evaluation set:
- Loss: 0.8197
- Wer: 68.5714
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: 8
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 50
- training_steps: 200
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 1.4506 | 1.0 | 50 | 1.1262 | 79.8413 |
| 0.7509 | 2.0 | 100 | 0.8611 | 70.3175 |
| 0.3845 | 3.0 | 150 | 0.8157 | 68.2540 |
| 0.2639 | 4.0 | 200 | 0.8197 | 68.5714 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu126
- Datasets 4.1.1
- Tokenizers 0.22.1
- Downloads last month
- 5
Model tree for IbratDO/whisper-small-linkdata
Base model
openai/whisper-smallEvaluation results
- Wer on UzbekVoice 1K Rowself-reported68.571