HBERTv1_48_L12_H768_A12_emotion_data_augmented – AI Model by gokuls | AlphaNeural AI

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gokuls/
HBERTv1_48_L12_H768_A12_emotion_data_augmented

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text-classification

generated_from_trainer

gokuls/HBERTv1_48_L12_H768_A12

autotrain_compatible

endpoints_compatible

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HBERTv1_48_L12_H768_A12_emotion_data_augmented

This model is a fine-tuned version of gokuls/HBERTv1_48_L12_H768_A12 on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.4277
Accuracy: 0.88

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: 5e-05
train_batch_size: 64
eval_batch_size: 64
seed: 33
distributed_type: multi-GPU
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
0.9265	1.0	6263	0.4277	0.88
0.7151	2.0	12526	0.4159	0.8635
0.6212	3.0	18789	0.5183	0.834
0.5546	4.0	25052	0.5582	0.8195
0.5051	5.0	31315	0.5870	0.8115
0.4628	6.0	37578	0.6372	0.799
0.4238	7.0	43841	0.7019	0.7875
0.3903	8.0	50104	0.7577	0.7875
0.3602	9.0	56367	0.7970	0.7805
0.3378	10.0	62630	0.8298	0.776

Framework versions

Transformers 4.34.1
Pytorch 1.14.0a0+410ce96
Datasets 2.14.6
Tokenizers 0.14.1