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distilbert-base-uncased-operator
DanLee6507/distilbert-base-uncased-operator
distilbert-base-uncased-operator is a text classification model from DanLee6507. 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
- Oct 26, 2023
- Updated
- Oct 30, 2023
- SHA
- 8adaa0ef
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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-base-uncased-operator
This model is a fine-tuned version of distilbert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0145
- Accuracy: 0.9832
- Precision: 0.9847
- Recall: 0.9813
- F1: 0.9830
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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 2
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
|---|---|---|---|---|---|---|---|
| 0.0323 | 1.0 | 15979 | 0.0207 | 0.9779 | 0.9756 | 0.9799 | 0.9778 |
| 0.0138 | 2.0 | 31958 | 0.0145 | 0.9832 | 0.9847 | 0.9813 | 0.9830 |
Framework versions
- Transformers 4.34.0
- Pytorch 2.1.0+cu118
- Tokenizers 0.14.1
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Oct 26, 2023
- Updated
- Oct 30, 2023