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ft_wav2vec2_base_six_1000
ImanNalia/ft_wav2vec2_base_six_1000
ft_wav2vec2_base_six_1000 is a automatic speech recognition model from ImanNalia. 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
- Apr 16, 2024
- Updated
- Apr 16, 2024
- SHA
- b7c22997
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. -->
ft_wav2vec2_base_six_1000
This model is a fine-tuned version of facebook/wav2vec2-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.4818
- Wer: 40.2628
- Cer: 18.6678
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: 0.0001
- train_batch_size: 32
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 2000
- training_steps: 5000
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
|---|---|---|---|---|---|
| 3.2787 | 22.73 | 1000 | 1.1585 | 59.3958 | 25.8494 |
| 0.4164 | 45.45 | 2000 | 1.2611 | 44.7175 | 20.5846 |
| 0.144 | 68.18 | 3000 | 1.3470 | 42.6865 | 19.8831 |
| 0.0774 | 90.91 | 4000 | 1.4210 | 41.7307 | 19.1922 |
| 0.05 | 113.64 | 5000 | 1.4818 | 40.2628 | 18.6678 |
Framework versions
- Transformers 4.39.3
- Pytorch 1.12.1+cu116
- Datasets 2.4.0
- Tokenizers 0.15.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Apr 16, 2024
- Updated
- Apr 16, 2024