Downloads · 30 days
5
0% of all-time downloads
sentiment-analysis-imdb-distilbert
LiyaT3/sentiment-analysis-imdb-distilbert
sentiment-analysis-imdb-distilbert is a text classification model from LiyaT3. 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
1.1K
Public
Parameters
67M
268 MB on disk
Likes
3
Public
Repo makeup
Click a slice to open those files.
.safetensors268 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Feb 18, 2024
- Updated
- Feb 18, 2024
- SHA
- 117cc100
Try a prompt
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. -->
sentiment-analysis-imdb-distilbert
This model is a fine-tuned version of distilbert-base-uncased on IMDb dataset. It achieves the following results on the evaluation set:
- Loss: 0.2224
- Accuracy: 0.918
- F1: 0.9180
Model description
This model is a DistilBERT-based sentiment analysis model fine-tuned on the IMDb dataset. It is designed to predict sentiment labels for the texts, classifying them as either positive or negative.
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: 1
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.287 | 1.0 | 500 | 0.2224 | 0.918 | 0.9180 |
Framework versions
- Transformers 4.37.2
- Pytorch 2.1.0+cu121
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Feb 18, 2024
- Updated
- Feb 18, 2024