bert_mini_cosmetic

hunggggg/bert_mini_cosmetic

bert_mini_cosmetic is a text classification model from hunggggg. 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. --

Downloads · 30 days

21% of all-time downloads

All-time downloads

Public

Repo size

134 MB

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.bin44.7 MB · 98%

At a glance

Task: Text Classification
Library: transformers
License: mit
Model type: bert
Access: Public
Created: Sep 7, 2023
Updated: Sep 7, 2023
SHA: ec5fa34b

Try a prompt

Base models

prajjwal1/bert-mini

Model card

From the Hugging Face model README

bert_mini_cosmetic

This model is a fine-tuned version of prajjwal1/bert-mini on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.3512
Accuracy: 0.9083

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: 5

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
No log	1.0	120	0.7387	0.8848
No log	2.0	240	0.4699	0.9047
No log	3.0	360	0.3882	0.9041
No log	4.0	480	0.3598	0.9078
0.6339	5.0	600	0.3512	0.9083

Framework versions

Transformers 4.32.1
Pytorch 2.0.1+cu117
Datasets 2.14.4
Tokenizers 0.13.3

Task: Text Classification
Library: transformers
Type: bert
License: mit
Created: Sep 7, 2023
Updated: Sep 7, 2023