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ltuzova/imdb_classification_on_5M_full_pretrained_best_epoch_f1

sourceHugging Facemitupdated 2y agoView on Hugging Face
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imdbclassificationon5Mfullpretrainedbestepochf1

This model is a fine-tuned version of BigTMiami/amazon_pretraining_5M_model_corrected on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.2685
  • —Accuracy: 0.9533
  • —F1 Macro: 0.9533

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
  • —trainbatchsize: 16
  • —evalbatchsize: 16
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.98) and epsilon=1e-06
  • —lrschedulertype: linear
  • —lrschedulerwarmup_ratio: 0.06
  • —num_epochs: 10

Training results

Training LossEpochStepValidation LossAccuracyF1 Macro
0.22881.012500.20100.94540.9454
0.1462.025000.18170.95120.9512
0.1123.037500.24310.9510.9510
0.05114.050000.27660.95180.9518
0.04565.062500.26080.95060.9506
0.01616.075000.40870.94980.9498
0.00737.087500.40110.95020.9502

Framework versions

  • —Transformers 4.38.2
  • —Pytorch 2.2.1+cu121
  • —Datasets 2.18.0
  • —Tokenizers 0.15.2