distilbert-base-uncased-imdb – AI Model by GregorRus | AlphaNeural AI

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GregorRus/
distilbert-base-uncased-imdb

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text-classification

generated_from_trainer

distilbert/distilbert-base-uncased

autotrain_compatible

endpoints_compatible

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distilbert-base-uncased-imdb

This model is a fine-tuned version of distilbert/distilbert-base-uncased on Imdb Movie Reviews Sentiment Analysis (Kaggle) dataset. It achieves the following results on the evaluation set:

Loss: 0.2898
Accuracy: 0.9284
Precision: 0.9281
Recall: 0.9288
F1: 0.9284

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: 32
eval_batch_size: 32
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 4

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	Precision	Recall	F1
0.2727	1.0	625	0.2194	0.9178	0.8853	0.96	0.9211
0.1569	2.0	1250	0.2082	0.9236	0.8957	0.9588	0.9262
0.1211	3.0	1875	0.2739	0.9256	0.9379	0.9116	0.9245
0.0544	4.0	2500	0.2898	0.9284	0.9281	0.9288	0.9284

Framework versions

Transformers 4.44.0
Pytorch 2.4.0+cu121
Datasets 2.21.0
Tokenizers 0.19.1