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whisper-small-sk-cv11
mikr/whisper-small-sk-cv11
whisper-small-sk-cv11 is a automatic speech recognition model from mikr. 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
- Dec 7, 2022
- Updated
- Dec 21, 2023
- SHA
- eb98cdae
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 Slovak
This model is a fine-tuned version of openai/whisper-small on the mozilla-foundation/common_voice_11_0 sk dataset. It achieves the following results on the evaluation set:
- Loss: 0.6225
- Wer: 33.8172
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: 64
- 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: 500
- training_steps: 5000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.0038 | 14.0 | 1000 | 0.5366 | 34.2575 |
| 0.0006 | 28.01 | 2000 | 0.5914 | 34.8881 |
| 0.0003 | 42.01 | 3000 | 0.6225 | 33.8172 |
| 0.0002 | 57.0 | 4000 | 0.6411 | 34.1385 |
| 0.0002 | 71.01 | 5000 | 0.6498 | 34.0195 |
Framework versions
- Transformers 4.26.0.dev0
- Pytorch 1.13.0+cu117
- Datasets 2.7.1
- Tokenizers 0.13.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- sk
- Created
- Dec 7, 2022
- Updated
- Dec 21, 2023