fine-tune-bert-exist-mlm – AI Model by nouman-10 | AlphaNeural AI

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nouman-10/
fine-tune-bert-exist-mlm

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text-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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unsupervised-fine-tune-bert-exist

This model is a fine-tuned version of nouman-10/unsupervised-exist on the None dataset. It achieves the following results on the evaluation set:

Loss: 1.6972
Accuracy: 0.75
F1: 0.7514

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: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
No log	1.0	194	0.4714	0.7791	0.7901
No log	2.0	388	0.5372	0.7587	0.7608
0.404	3.0	582	0.7204	0.7645	0.7652
0.404	4.0	776	1.1071	0.7645	0.7652
0.404	5.0	970	1.3216	0.7471	0.7387
0.0917	6.0	1164	1.4910	0.7529	0.7416
0.0917	7.0	1358	1.5978	0.7413	0.7295
0.0122	8.0	1552	1.6713	0.7471	0.7478
0.0122	9.0	1746	1.6915	0.7442	0.7427
0.0122	10.0	1940	1.6972	0.75	0.7514

Framework versions

Transformers 4.26.1
Pytorch 1.13.1+cu116
Datasets 2.10.1
Tokenizers 0.13.2