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distilbert-base-uncased-finetuned-emotion
mariatveen/distilbert-base-uncased-finetuned-emotion
distilbert-base-uncased-finetuned-emotion is a machine learning model from mariatveen. Use it for the machine learning task on the model card, and read the license before you ship it in a product. 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
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Sep 16, 2024
- Updated
- Oct 19, 2024
- SHA
- 6fb3da88
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-emotion
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: 0.1666
- Accuracy: 0.9295
- F1: 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: 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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.7915 | 1.0 | 250 | 0.2832 | 0.903 | 0.9006 |
| 0.2164 | 2.0 | 500 | 0.1836 | 0.925 | 0.9248 |
| 0.1506 | 3.0 | 750 | 0.1666 | 0.9295 | 0.9294 |
Framework versions
- Transformers 4.16.2
- Pytorch 2.4.1+cu121
- Datasets 3.0.1
- Tokenizers 0.19.1
- Type
- distilbert
- License
- apache-2.0
- Created
- Sep 16, 2024
- Updated
- Oct 19, 2024