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learn_hf_spanish_sentence_classification_by_school_subject
tonicanada/learn_hf_spanish_sentence_classification_by_school_subject
learn_hf_spanish_sentence_classification_by_school_subject is a text classification model from tonicanada. 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 11, 2024
- Updated
- Nov 14, 2024
- SHA
- 5d1683b8
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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. -->
learn_hf_spanish_sentence_classification_by_school_subject
This model is a fine-tuned version of distilbert/distilbert-base-multilingual-cased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1089
- Accuracy: 0.98
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: 0.0001
- 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 |
|---|---|---|---|---|
| 1.9708 | 1.0 | 7 | 1.4555 | 0.74 |
| 1.0578 | 2.0 | 14 | 0.7770 | 0.94 |
| 0.4502 | 3.0 | 21 | 0.4253 | 0.94 |
| 0.1843 | 4.0 | 28 | 0.3211 | 0.9 |
| 0.093 | 5.0 | 35 | 0.2449 | 0.94 |
| 0.057 | 6.0 | 42 | 0.2013 | 0.96 |
| 0.0375 | 7.0 | 49 | 0.1631 | 0.96 |
| 0.0266 | 8.0 | 56 | 0.1402 | 0.96 |
| 0.022 | 9.0 | 63 | 0.1304 | 0.96 |
| 0.0189 | 10.0 | 70 | 0.1261 | 0.96 |
| 0.0161 | 11.0 | 77 | 0.1299 | 0.92 |
| 0.0158 | 12.0 | 84 | 0.1188 | 0.98 |
| 0.0159 | 13.0 | 91 | 0.1123 | 0.98 |
| 0.0134 | 14.0 | 98 | 0.1094 | 0.98 |
| 0.0127 | 15.0 | 105 | 0.1089 | 0.98 |
Framework versions
- Transformers 4.45.2
- Pytorch 2.4.1+cu121
- Datasets 3.0.1
- Tokenizers 0.20.0
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Nov 11, 2024
- Updated
- Nov 14, 2024