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clasificador-reviews-amazon
jusancp99/clasificador-reviews-amazon
clasificador-reviews-amazon is a text classification model from jusancp99. 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
- Apr 19, 2023
- Updated
- Apr 19, 2023
- SHA
- 30935d18
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Datasets
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. -->
clasificador-reviews-amazon
This model is a fine-tuned version of bert-base-uncased on the amazon_polarity dataset. It achieves the following results on the evaluation set:
- Loss: 0.4642
- Accuracy: 0.926
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
Los conjuntos de train y de test se han reducido respecto al dataset original amazon_polarity para mantener unos tiempos de ejecución relativamente cortos.
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3.0
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.3674 | 1.0 | 625 | 0.2204 | 0.928 |
| 0.1924 | 2.0 | 1250 | 0.3444 | 0.926 |
| 0.0974 | 3.0 | 1875 | 0.4642 | 0.926 |
Framework versions
- Transformers 4.28.1
- Pytorch 2.0.0+cu118
- Datasets 2.11.0
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Apr 19, 2023
- Updated
- Apr 19, 2023