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esrf_doc_categorizer_model
rgoswami31/esrf_doc_categorizer_model
esrf_doc_categorizer_model is a text classification model from rgoswami31. 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
- Nov 24, 2023
- Updated
- Nov 24, 2023
- SHA
- 8140fafc
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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. -->
esrf_doc_categorizer_model
This model is a fine-tuned version of distilbert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.4874
- Accuracy: 0.8301
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: 2e-05
- 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
- num_epochs: 6
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 1.0 | 33 | 0.7250 | 0.7143 |
| No log | 2.0 | 66 | 0.5713 | 0.7606 |
| No log | 3.0 | 99 | 0.4659 | 0.8069 |
| No log | 4.0 | 132 | 0.4809 | 0.8108 |
| No log | 5.0 | 165 | 0.5291 | 0.8263 |
| No log | 6.0 | 198 | 0.4874 | 0.8301 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.1
- Datasets 2.15.0
- Tokenizers 0.15.0
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Nov 24, 2023
- Updated
- Nov 24, 2023