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prediction_sentiment
Camilovelez1/prediction_sentiment
prediction_sentiment is a text classification model from Camilovelez1. 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
- May 10, 2024
- Updated
- May 12, 2024
- SHA
- a88039d1
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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. -->
prediction_sentiment
This model is a fine-tuned version of distilbert/distilbert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5208
- Accuracy: 0.8675
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: 64
- eval_batch_size: 64
- 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 | 125 | 0.3697 | 0.8631 |
| No log | 2.0 | 250 | 0.3521 | 0.8772 |
| No log | 3.0 | 375 | 0.3520 | 0.8724 |
| 0.3106 | 4.0 | 500 | 0.3965 | 0.8759 |
| 0.3106 | 5.0 | 625 | 0.4327 | 0.8718 |
| 0.3106 | 6.0 | 750 | 0.4660 | 0.8632 |
| 0.3106 | 7.0 | 875 | 0.4825 | 0.8734 |
| 0.1039 | 8.0 | 1000 | 0.5026 | 0.8664 |
| 0.1039 | 9.0 | 1125 | 0.5183 | 0.8669 |
| 0.1039 | 10.0 | 1250 | 0.5208 | 0.8675 |
Framework versions
- Transformers 4.40.2
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- May 10, 2024
- Updated
- May 12, 2024