DISTILBERT_SARA_BIRADS_ECO_MAMO_2

This model is a fine-tuned version of distilbert/distilbert-base-uncased on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.7336
  • Accuracy: 0.9361

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: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 32

Training results

Training Loss Epoch Step Validation Loss Accuracy
0.8441 1.0 776 0.5188 0.8516
0.3666 2.0 1552 0.4621 0.8819
0.411 3.0 2328 0.4225 0.8877
0.2854 4.0 3104 0.4847 0.8832
0.4759 5.0 3880 0.4549 0.8948
0.1157 6.0 4656 0.4045 0.9052
0.0939 7.0 5432 0.4246 0.9110
0.086 8.0 6208 0.4076 0.9194
0.011 9.0 6984 0.4956 0.9181
0.1622 10.0 7760 0.4949 0.9155
0.0621 11.0 8536 0.4278 0.9342
0.015 12.0 9312 0.5024 0.9290
0.0308 13.0 10088 0.4937 0.9374
0.1366 14.0 10864 0.5544 0.9335
0.1376 15.0 11640 0.5920 0.9284
0.0003 16.0 12416 0.6138 0.9297
0.0008 17.0 13192 0.5690 0.9394
0.001 18.0 13968 0.5802 0.9342
0.0002 19.0 14744 0.5803 0.9368
0.0001 20.0 15520 0.6447 0.9348
0.0003 21.0 16296 0.6403 0.9374
0.0076 22.0 17072 0.6709 0.9355
0.0001 23.0 17848 0.6706 0.9368
0.0001 24.0 18624 0.6858 0.9361
0.0 25.0 19400 0.6970 0.9348
0.0 26.0 20176 0.7349 0.9316
0.0 27.0 20952 0.7660 0.9329
0.0 28.0 21728 0.7639 0.9342
0.0 29.0 22504 0.7218 0.9355
0.0001 30.0 23280 0.7302 0.9335
0.0 31.0 24056 0.7344 0.9355
0.0 32.0 24832 0.7336 0.9361

Framework versions

  • Transformers 4.42.4
  • Pytorch 2.3.0+cu121
  • Datasets 2.20.0
  • Tokenizers 0.19.1
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