distil_bert_own_txt_clf_model – AI Model by Senthilkumar-M | AlphaNeural AI

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Senthilkumar-M/
distil_bert_own_txt_clf_model

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text-classification

generated_from_trainer

distilbert/distilbert-base-uncased

autotrain_compatible

endpoints_compatible

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distil_bert_own_txt_clf_model

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

Loss: 0.4812
Accuracy: 0.92
F1: 0.9132
Precision: 0.95
Recall: 0.9

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: 16
eval_batch_size: 32
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 100
num_epochs: 50
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1	Precision	Recall
1.1251	12.5	50	0.6663	0.76	0.7758	0.7762	0.7783
0.088	25.0	100	0.8098	0.8	0.8211	0.8643	0.8033
0.0019	37.5	150	0.8122	0.84	0.8555	0.8833	0.8433
0.0012	50.0	200	0.8162	0.84	0.8555	0.8833	0.8433

Framework versions

Transformers 4.44.0
Pytorch 2.3.1+cu121
Datasets 2.20.0
Tokenizers 0.19.1