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model-mental-health-classification-3e-5
rexlotk/model-mental-health-classification-3e-5
model-mental-health-classification-3e-5 is a text classification model from rexlotk. 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
- May 8, 2024
- Updated
- May 8, 2024
- SHA
- c9eec0a2
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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. -->
model-mental-health-classification-3e-5
This model is a fine-tuned version of google-bert/bert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.8045
- Accuracy: 0.5667
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: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 15
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 1.0 | 68 | 1.5103 | 0.4375 |
| No log | 2.0 | 136 | 1.2891 | 0.5542 |
| No log | 3.0 | 204 | 1.2470 | 0.5542 |
| No log | 4.0 | 272 | 1.2915 | 0.5542 |
| No log | 5.0 | 340 | 1.4760 | 0.55 |
| No log | 6.0 | 408 | 1.5205 | 0.5458 |
| No log | 7.0 | 476 | 1.7233 | 0.525 |
| 0.7743 | 8.0 | 544 | 1.8045 | 0.5667 |
| 0.7743 | 9.0 | 612 | 1.9940 | 0.5458 |
| 0.7743 | 10.0 | 680 | 2.0559 | 0.5458 |
| 0.7743 | 11.0 | 748 | 2.1883 | 0.5667 |
| 0.7743 | 12.0 | 816 | 2.2989 | 0.5625 |
| 0.7743 | 13.0 | 884 | 2.3148 | 0.5583 |
| 0.7743 | 14.0 | 952 | 2.3263 | 0.5625 |
| 0.0226 | 15.0 | 1020 | 2.3321 | 0.5625 |
Framework versions
- Transformers 4.40.1
- Pytorch 2.2.1+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- May 8, 2024
- Updated
- May 8, 2024