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wav2vec2-large-mms-1b-korean-colab
seny1004/wav2vec2-large-mms-1b-korean-colab
wav2vec2-large-mms-1b-korean-colab is a automatic speech recognition model from seny1004. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as cc-by-nc-4.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- cc-by-nc-4.0
- Model type
- wav2vec2
- Access
- Public
- Created
- Jul 14, 2023
- Updated
- Jul 15, 2023
- SHA
- 7b35e882
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. -->
wav2vec2-large-mms-1b-korean-colab
This model is a fine-tuned version of facebook/mms-1b-l1107 on the common_voice_13_0 dataset. It achieves the following results on the evaluation set:
- Loss: 7.8135
- Wer: 0.9930
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: 0.001
- train_batch_size: 8
- 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: 100
- num_epochs: 20
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 10.9747 | 2.63 | 100 | 7.8812 | 0.9990 |
| 5.9431 | 5.26 | 200 | 8.2212 | 0.9960 |
| 5.7372 | 7.89 | 300 | 8.1054 | 0.9930 |
| 5.2582 | 10.53 | 400 | 8.2347 | 0.9940 |
| 3.8725 | 13.16 | 500 | 7.7536 | 0.9940 |
| 3.4454 | 15.79 | 600 | 7.7220 | 0.9930 |
| 2.5989 | 18.42 | 700 | 7.8135 | 0.9930 |
Framework versions
- Transformers 4.31.0.dev0
- Pytorch 2.0.1+cu118
- Datasets 2.13.1
- Tokenizers 0.13.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- cc-by-nc-4.0
- Created
- Jul 14, 2023
- Updated
- Jul 15, 2023