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mental_health_model
AlexanderHolmes0/mental_health_model
mental_health_model is a text classification model from AlexanderHolmes0. 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
- Feb 17, 2024
- Updated
- Feb 18, 2024
- SHA
- 0c9aec90
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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. -->
mental_health_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: 0.6755
- Accuracy: 0.7277
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: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 1.0 | 270 | 0.6665 | 0.7627 |
| 0.6949 | 2.0 | 540 | 0.6968 | 0.6960 |
| 0.6949 | 3.0 | 810 | 0.7038 | 0.6750 |
| 0.5696 | 4.0 | 1080 | 0.7185 | 0.6674 |
| 0.5696 | 5.0 | 1350 | 0.7136 | 0.6607 |
| 0.49 | 6.0 | 1620 | 0.7206 | 0.6531 |
| 0.49 | 7.0 | 1890 | 0.7228 | 0.6543 |
| 0.4287 | 8.0 | 2160 | 0.7250 | 0.6560 |
| 0.4287 | 9.0 | 2430 | 0.6747 | 0.7239 |
| 0.3996 | 10.0 | 2700 | 0.6755 | 0.7277 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.17.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Feb 17, 2024
- Updated
- Feb 18, 2024