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whisper-small-ka
tsobolev/whisper-small-ka
whisper-small-ka is a automatic speech recognition model from tsobolev. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- whisper
- Access
- Public
- Created
- Aug 8, 2023
- Updated
- Sep 8, 2023
- SHA
- 007583e2
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
Whisper Small Ka - tsobolev
This model is a fine-tuned version of openai/whisper-small on the CV14 dataset. It achieves the following results on the test set:
- Loss: 0.0542
- Wer Ortho: 0.2785
- Wer: 0.2470
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
Training - Mozilla Common Voice 14 train split Validation - Mozilla Common Voice 14 test split
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-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: 50
- training_steps: 5000
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
|---|---|---|---|---|---|
| 0.0123 | 2.76 | 5000 | 0.0542 | 0.2785 | 0.2470 |
Framework versions
- Transformers 4.32.1
- Pytorch 2.0.0
- Datasets 2.14.4
- Tokenizers 0.13.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ka
- Created
- Aug 8, 2023
- Updated
- Sep 8, 2023