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DISTILBERT_BIRADS_ECO_MAMO_3_FINAL
sara-m98/DISTILBERT_BIRADS_ECO_MAMO_3_FINAL
DISTILBERT_BIRADS_ECO_MAMO_3_FINAL is a text classification model from sara-m98. Use it when you need a label for a piece of 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
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Jul 12, 2024
- Updated
- Jul 12, 2024
- SHA
- 45d51ba4
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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. -->
DISTILBERT_SARA_BIRADS_ECO_MAMO_3
This model is a fine-tuned version of distilbert/distilbert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.4307
- Accuracy: 0.9303
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: 16
- 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: 1000
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.7756 | 1.0 | 388 | 0.5982 | 0.84 |
| 0.4327 | 2.0 | 776 | 0.4598 | 0.8658 |
| 0.4457 | 3.0 | 1164 | 0.4576 | 0.8684 |
| 0.3002 | 4.0 | 1552 | 0.3834 | 0.9039 |
| 0.3735 | 5.0 | 1940 | 0.3693 | 0.8968 |
| 0.3499 | 6.0 | 2328 | 0.4273 | 0.8961 |
| 0.3335 | 7.0 | 2716 | 0.3690 | 0.9155 |
| 0.2379 | 8.0 | 3104 | 0.4456 | 0.8987 |
| 0.039 | 9.0 | 3492 | 0.4262 | 0.9168 |
| 0.1206 | 10.0 | 3880 | 0.4058 | 0.9194 |
| 0.0602 | 11.0 | 4268 | 0.4234 | 0.9252 |
| 0.0411 | 12.0 | 4656 | 0.4621 | 0.9226 |
| 0.0667 | 13.0 | 5044 | 0.4307 | 0.9303 |
Framework versions
- Transformers 4.42.4
- Pytorch 2.3.0+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Jul 12, 2024
- Updated
- Jul 12, 2024