my_awesome_mind_model
This model is a fine-tuned version of facebook/wav2vec2-base on the minds14 dataset. It achieves the following results on the evaluation set:
- Loss: 2.5524
- Accuracy: 0.1327
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: 3e-05
- train_batch_size: 5
- eval_batch_size: 15
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 20
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 5
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy |
---|---|---|---|---|
2.612 | 0.98 | 22 | 2.6169 | 0.0796 |
2.5848 | 2.0 | 45 | 2.6012 | 0.1239 |
2.5441 | 2.98 | 67 | 2.5818 | 0.1239 |
2.5076 | 4.0 | 90 | 2.5631 | 0.1416 |
2.4494 | 4.89 | 110 | 2.5524 | 0.1327 |
Framework versions
- Transformers 4.32.1
- Pytorch 2.2.0+cu121
- Datasets 2.12.0
- Tokenizers 0.13.3
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Model tree for mesmoiron/my_awesome_mind_model
Base model
facebook/wav2vec2-base