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wav2vec2-lg-xlsr-ur-speech-emotion-recognition
HowMannyMore/wav2vec2-lg-xlsr-ur-speech-emotion-recognition
wav2vec2-lg-xlsr-ur-speech-emotion-recognition is a audio classification model from HowMannyMore. Use it for the audio classification task on the model card, and read the license before you ship it in a product. 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
- Audio Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- wav2vec2
- Access
- Public
- Created
- Jan 12, 2024
- Updated
- Jan 12, 2024
- SHA
- 59c088ee
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. -->
results
This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.6829
- Accuracy: 0.7762
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: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 1.779 | 1.0 | 696 | 1.6927 | 0.3870 |
| 1.2226 | 2.0 | 1392 | 1.0862 | 0.6473 |
| 0.9327 | 3.0 | 2088 | 0.8558 | 0.7272 |
| 0.7959 | 4.0 | 2784 | 0.6992 | 0.7769 |
| 0.7238 | 5.0 | 3480 | 0.6829 | 0.7762 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
- Task
- Audio Classification
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Jan 12, 2024
- Updated
- Jan 12, 2024