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whisper-small-brain-hack
MTWD/whisper-small-brain-hack
whisper-small-brain-hack is a automatic speech recognition model from MTWD. 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
- May 29, 2024
- Updated
- May 30, 2024
- SHA
- 66cf40cb
Base models
Datasets
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 fine tuned with comms
This model is a fine-tuned version of openai/whisper-small on the BrainHack ASR dataset. It achieves the following results on the evaluation set:
- Loss: 0.0818
- Wer: 0.0046
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: 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: 500
- training_steps: 5000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.0022 | 6.4935 | 1000 | 0.0641 | 0.0057 |
| 0.0009 | 12.9870 | 2000 | 0.0705 | 0.0050 |
| 0.0 | 19.4805 | 3000 | 0.0766 | 0.0045 |
| 0.0 | 25.9740 | 4000 | 0.0805 | 0.0046 |
| 0.0 | 32.4675 | 5000 | 0.0818 | 0.0046 |
Framework versions
- Transformers 4.40.2
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- en
- Created
- May 29, 2024
- Updated
- May 30, 2024