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caribbean_english_sentiment_fine_tuned_bert
mrarish320/caribbean_english_sentiment_fine_tuned_bert
caribbean_english_sentiment_fine_tuned_bert is a text classification model from mrarish320. 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
- Nov 28, 2024
- Updated
- Nov 29, 2024
- SHA
- 93656934
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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. -->
caribbean_english_sentiment_fine_tuned_bert
This model is a fine-tuned version of bert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5396
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: 5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 0.2572 | 1.0 | 324 | 0.3697 |
| 0.4149 | 2.0 | 648 | 0.3590 |
| 0.1627 | 3.0 | 972 | 0.3551 |
| 0.1305 | 4.0 | 1296 | 0.3579 |
| 0.0864 | 5.0 | 1620 | 0.4610 |
| 0.0023 | 6.0 | 1944 | 0.5108 |
| 0.052 | 7.0 | 2268 | 0.4790 |
| 0.0976 | 8.0 | 2592 | 0.5181 |
| 0.0837 | 9.0 | 2916 | 0.5258 |
| 0.0011 | 10.0 | 3240 | 0.5396 |
Framework versions
- Transformers 4.46.2
- Pytorch 2.5.1+cu121
- Datasets 3.1.0
- Tokenizers 0.20.3
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Nov 28, 2024
- Updated
- Nov 29, 2024