Downloads · 30 days
5
2% of all-time downloads
AlBert-finetuned-emotion
iaminhridoy/AlBert-finetuned-emotion
AlBert-finetuned-emotion is a text classification model from iaminhridoy. 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. --
All-time downloads
318
Public
Parameters
11.7M
47.5 MB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors46.8 MB · 98%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- albert
- Access
- Public
- Created
- Mar 13, 2024
- Updated
- Mar 13, 2024
- SHA
- ba94787c
Try a prompt
Base models
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. -->
AlBert-finetuned-emotion
This model is a fine-tuned version of albert-base-v2 on the emotion dataset. It achieves the following results on the evaluation set:
- Loss: 0.2185
- Accuracy: 0.9325
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: 3.069458879876956e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 22
- 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 |
|---|---|---|---|---|
| 0.4279 | 1.0 | 1000 | 0.3697 | 0.888 |
| 0.2448 | 2.0 | 2000 | 0.2732 | 0.914 |
| 0.1731 | 3.0 | 3000 | 0.2270 | 0.923 |
| 0.1305 | 4.0 | 4000 | 0.2193 | 0.9285 |
| 0.1053 | 5.0 | 5000 | 0.2185 | 0.9325 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.1.0+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- albert
- License
- apache-2.0
- Created
- Mar 13, 2024
- Updated
- Mar 13, 2024