Downloads · 30 days
9
12% of all-time downloads
amazon-reviews-finetuning-bert-base-sentiment
santiviquez/amazon-reviews-finetuning-bert-base-sentiment
amazon-reviews-finetuning-bert-base-sentiment is a text classification model from santiviquez. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
All-time downloads
78
Public
Repo size
2 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin670 MB · 99%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- bert
- Access
- Public
- Created
- Sep 27, 2023
- Updated
- Sep 27, 2023
- SHA
- 4dad25db
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. -->
amazon-reviews-finetuning-bert-base-sentiment
This model is a fine-tuned version of nlptown/bert-base-multilingual-uncased-sentiment on the amazon_reviews_multi dataset. It achieves the following results on the evaluation set:
- Loss: 1.0136
- Accuracy: 0.5764
- F1: 0.5739
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: 2
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.9867 | 1.0 | 1563 | 0.9814 | 0.5792 | 0.5677 |
| 0.8435 | 2.0 | 3126 | 1.0136 | 0.5764 | 0.5739 |
Framework versions
- Transformers 4.33.2
- Pytorch 2.0.0
- Datasets 2.14.6.dev0
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- mit
- Created
- Sep 27, 2023
- Updated
- Sep 27, 2023