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whisper-tiny-atcosim
jlvdoorn/whisper-tiny-atcosim
whisper-tiny-atcosim is a automatic speech recognition model from jlvdoorn. 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 14, 2023
- Updated
- Jan 12, 2024
- SHA
- 3f6c1b0a
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-tiny-atcosim
This model is a fine-tuned version of openai/whisper-tiny on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0711
- Wer: 72.8237
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: 128
- eval_batch_size: 128
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 10
- num_epochs: 100
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.2141 | 8.33 | 500 | 0.0633 | 15.6047 |
| 0.0023 | 16.67 | 1000 | 0.0629 | 29.2091 |
| 0.0007 | 25.0 | 1500 | 0.0646 | 46.2076 |
| 0.0003 | 33.33 | 2000 | 0.0659 | 54.1767 |
| 0.0002 | 41.67 | 2500 | 0.0670 | 58.2284 |
| 0.0002 | 50.0 | 3000 | 0.0679 | 64.0952 |
| 0.0001 | 58.33 | 3500 | 0.0688 | 65.9520 |
| 0.0001 | 66.67 | 4000 | 0.0695 | 68.5081 |
| 0.0001 | 75.0 | 4500 | 0.0701 | 70.5316 |
| 0.0001 | 83.33 | 5000 | 0.0706 | 72.2217 |
| 0.0001 | 91.67 | 5500 | 0.0710 | 72.6801 |
| 0.0001 | 100.0 | 6000 | 0.0711 | 72.8237 |
Framework versions
- Transformers 4.36.2
- Pytorch 2.1.2
- Datasets 2.15.0
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Dec 14, 2023
- Updated
- Jan 12, 2024