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sentiment-multilingual-distillbert-final
Mukalingam0813/sentiment-multilingual-distillbert-final
sentiment-multilingual-distillbert-final is a text classification model from Mukalingam0813. 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
- Apr 15, 2024
- Updated
- Apr 15, 2024
- SHA
- 3c3b1b34
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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. -->
sentiment-multilingual-distillbert-final
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: 0.4666
- Accuracy: 0.9357
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: 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: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.3228 | 1.0 | 13666 | 0.3305 | 0.8978 |
| 0.2373 | 2.0 | 27332 | 0.3219 | 0.9196 |
| 0.1481 | 3.0 | 40998 | 0.3578 | 0.9275 |
| 0.0796 | 4.0 | 54664 | 0.4211 | 0.9336 |
| 0.0297 | 5.0 | 68330 | 0.4666 | 0.9357 |
Framework versions
- Transformers 4.18.0
- Pytorch 1.11.0+cu113
- Datasets 2.3.2
- Tokenizers 0.12.1
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Apr 15, 2024
- Updated
- Apr 15, 2024