fine-tuned-ai-ss-hs-01

danielreales00/fine-tuned-ai-ss-hs-01

fine-tuned-ai-ss-hs-01 is a text classification model from danielreales00. 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. --

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At a glance

Task: Text Classification
Library: transformers
License: apache-2.0
Model type: bert
Access: Public
Created: Jul 11, 2022
Updated: Jul 11, 2022
SHA: 3ed42a17

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Model card

From the Hugging Face model README

fine-tuned-ai-ss-hs-01

This model is a fine-tuned version of bert-base-multilingual-uncased on an unknown dataset. It achieves the following results on the evaluation set:

AUC: 0.88609
Precision: 0.8514
Accuracy: 0.8101
F1: 0.7875
Recall: 0.7326

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: 1.1207606211860595e-05
train_batch_size: 16
eval_batch_size: 4
seed: 2
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 4

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1	Precision	Recall
No log	1.0	357	1.0285	0.6955	0.5657	0.8987	0.4128
0.5857	2.0	714	1.0350	0.7207	0.6296	0.8673	0.4942
0.51	3.0	1071	0.7467	0.8156	0.7975	0.8442	0.7558
0.51	4.0	1428	0.8376	0.8101	0.7875	0.8514	0.7326

Framework versions

Transformers 4.20.1
Pytorch 1.11.0+cu113
Tokenizers 0.12.1

Task: Text Classification
Library: transformers
Type: bert
License: apache-2.0
Created: Jul 11, 2022
Updated: Jul 11, 2022