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wav2vec2-Pratyush-poly
Maverick1713/wav2vec2-Pratyush-poly
wav2vec2-Pratyush-poly is a automatic speech recognition model from Maverick1713. 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
- wav2vec2
- Access
- Public
- Created
- Oct 19, 2024
- Updated
- Oct 20, 2024
- SHA
- 0c18adf5
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. -->
wav2vec2-Pratyush-poly
This model is a fine-tuned version of Maverick1713/wav2vec2-Pratyush-poly on the minds14 dataset. It achieves the following results on the evaluation set:
- Loss: 13.1938
- Wer: 0.9648
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: 0.0002
- train_batch_size: 4
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 6
- total_train_batch_size: 24
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 15
- num_epochs: 15
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| No log | 1.3274 | 25 | 12.2640 | 0.9648 |
| No log | 2.6549 | 50 | 12.1580 | 0.9648 |
| No log | 3.9823 | 75 | 12.1267 | 0.9648 |
| No log | 5.3097 | 100 | 12.2379 | 0.9648 |
| No log | 6.6372 | 125 | 12.8694 | 0.9648 |
| No log | 7.9646 | 150 | 12.5758 | 0.9648 |
| No log | 9.2920 | 175 | 12.4888 | 0.9648 |
| 9.4864 | 10.6195 | 200 | 13.2420 | 0.9648 |
| 9.4864 | 11.9469 | 225 | 13.3185 | 0.9648 |
| 9.4864 | 13.2743 | 250 | 13.1938 | 0.9648 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.1+cu121
- Datasets 3.0.1
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Oct 19, 2024
- Updated
- Oct 20, 2024