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teacher
kartikjain42/teacher
teacher is a text classification model from kartikjain42. 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
- bert
- Access
- Public
- Created
- Jan 30, 2025
- Updated
- Jan 30, 2025
- SHA
- f3c7d907
Try a prompt
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. -->
bert-phishing-classifier_teacher
This model is a fine-tuned version of google-bert/bert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2969
- Accuracy: 0.871
- Auc: 0.951
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: 0.0002
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Auc |
|---|---|---|---|---|---|
| 0.4951 | 1.0 | 263 | 0.3855 | 0.802 | 0.914 |
| 0.4045 | 2.0 | 526 | 0.3645 | 0.84 | 0.934 |
| 0.3687 | 3.0 | 789 | 0.3239 | 0.856 | 0.936 |
| 0.3476 | 4.0 | 1052 | 0.4139 | 0.833 | 0.944 |
| 0.3491 | 5.0 | 1315 | 0.3115 | 0.867 | 0.945 |
| 0.3531 | 6.0 | 1578 | 0.2924 | 0.862 | 0.949 |
| 0.3216 | 7.0 | 1841 | 0.3057 | 0.86 | 0.947 |
| 0.3084 | 8.0 | 2104 | 0.2938 | 0.867 | 0.949 |
| 0.3228 | 9.0 | 2367 | 0.2845 | 0.876 | 0.95 |
| 0.3106 | 10.0 | 2630 | 0.2969 | 0.871 | 0.951 |
Framework versions
- Transformers 4.47.1
- Pytorch 2.5.1+cu124
- Datasets 3.2.0
- Tokenizers 0.21.0
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Jan 30, 2025
- Updated
- Jan 30, 2025