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Distilbert-movie-review-sentiment-classifier-2
gyesibiney/Distilbert-movie-review-sentiment-classifier-2
Distilbert-movie-review-sentiment-classifier-2 is a text classification model from gyesibiney. 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
- Sep 10, 2023
- Updated
- Sep 11, 2023
- SHA
- 56e8dbe5
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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. -->
Distilbert-capstone_1
This model is a fine-tuned version of distilbert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4272
- Accuracy: 0.9251
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: 16
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- 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 |
|---|---|---|---|---|
| 0.2895 | 1.0 | 623 | 0.2569 | 0.8930 |
| 0.1635 | 2.0 | 1246 | 0.2479 | 0.9171 |
| 0.0911 | 3.0 | 1869 | 0.3438 | 0.9207 |
| 0.053 | 4.0 | 2492 | 0.3986 | 0.9223 |
| 0.011 | 5.0 | 3115 | 0.4272 | 0.9251 |
Framework versions
- Transformers 4.33.1
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Sep 10, 2023
- Updated
- Sep 11, 2023