distilbert_imdb_genre_classifier – AI Model by 50stars | AlphaNeural AI

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distilbert_imdb_genre_classifier

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text-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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distilbert_imdb_genre_classifier

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: 0.0196
Precision: 0.4254
Recall: 0.4432
F1 Score: 0.4191
Jaccard Score: 0.2966
Average Precision Score: 0.4831
Percentage Examples At Least 1 True: 0.8845

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: 16
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	Precision	Recall	F1 Score	Jaccard Score	Average Precision Score	Percentage Examples At Least 1 True
0.0231	1.0	1500	0.0214	0.3601	0.4090	0.3601	0.2523	0.4326	0.8638
0.0196	2.0	3000	0.0198	0.4174	0.4367	0.4064	0.2864	0.4743	0.8842
0.0172	3.0	4500	0.0196	0.4216	0.4418	0.4155	0.2939	0.4822	0.887
0.016	4.0	6000	0.0196	0.4254	0.4432	0.4191	0.2966	0.4831	0.8845

Framework versions

Transformers 4.26.1
Pytorch 2.0.0+cu118
Tokenizers 0.13.3