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muhtasham/
finetuned-self_mlm_tiny

Name: finetuned-self_mlm_tiny
Availability: InStock

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finetuned-self_mlm_tiny

This model is a fine-tuned version of muhtasham/bert-tiny-mlm-finetuned-imdb on the imdb dataset. It achieves the following results on the evaluation set:

Loss: 0.3339
Accuracy: 0.8796
F1: 0.9359

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: 3e-05
train_batch_size: 128
eval_batch_size: 128
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: constant
num_epochs: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
0.4424	2.55	500	0.4640	0.7962	0.8865
0.2846	5.1	1000	0.2852	0.8825	0.9376
0.2288	7.65	1500	0.3233	0.8667	0.9286
0.1833	10.2	2000	0.3351	0.8774	0.9347
0.1477	12.76	2500	0.3339	0.8796	0.9359

Framework versions

Transformers 4.25.1
Pytorch 1.12.1+cu113
Datasets 2.7.1
Tokenizers 0.13.2

muhtasham/finetuned-self_mlm_tiny

finetuned-self_mlm_tiny

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

muhtasham/
finetuned-self_mlm_tiny