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distilbert-base-uncased-finetuned-imdb
sahn/distilbert-base-uncased-finetuned-imdb
distilbert-base-uncased-finetuned-imdb is a text classification model from sahn. 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 30, 2022
- Updated
- May 30, 2022
- SHA
- 5fcff2b4
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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. -->
distilbert-base-uncased-finetuned-imdb
This model is a fine-tuned version of distilbert-base-uncased on the imdb dataset. It achieves the following results on the evaluation set:
- Loss: 0.2214
- Accuracy: 0.9294
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: 16
- eval_batch_size: 16
- 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 |
|---|---|---|---|---|
| 0.2435 | 1.0 | 1250 | 0.2186 | 0.917 |
| 0.1495 | 2.0 | 2500 | 0.2214 | 0.9294 |
| 0.0829 | 3.0 | 3750 | 0.4892 | 0.8918 |
| 0.0472 | 4.0 | 5000 | 0.5189 | 0.8976 |
| 0.0268 | 5.0 | 6250 | 0.5478 | 0.8996 |
Framework versions
- Transformers 4.19.2
- Pytorch 1.11.0+cu113
- Datasets 2.2.2
- Tokenizers 0.12.1
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- May 30, 2022
- Updated
- May 30, 2022