bert-nlp-project-ft-news-ds-imdb – AI Model by MatFil99 | AlphaNeural AI

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MatFil99/
bert-nlp-project-ft-news-ds-imdb

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text-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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bert-nlp-project-ft-news-ds-imdb

This model is a fine-tuned version of jestemleon/bert-nlp-project-news on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.2678
Accuracy: 0.944
F1: 0.9433

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: 3
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
0.2722	0.38	750	0.1888	0.9283	0.9262
0.2133	0.75	1500	0.1709	0.939	0.9363
0.1752	1.12	2250	0.2139	0.9395	0.9397
0.1234	1.5	3000	0.2063	0.944	0.9428
0.117	1.88	3750	0.2787	0.9327	0.9336
0.0766	2.25	4500	0.2711	0.9417	0.9412
0.0603	2.62	5250	0.2659	0.9423	0.9406
0.0563	3.0	6000	0.2678	0.944	0.9433

Framework versions

Transformers 4.25.1
Pytorch 1.13.0+cu116
Datasets 2.8.0
Tokenizers 0.13.2