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uisikdag/bert-base-turkish-cased-7allV03-tr

sourceHugging Facemitupdated 4y agoView on Hugging Face
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Model Card

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umit7allV3full

Dataset:

https://www.kaggle.com/datasets/savasy/ttc4900

0:siyaset 1:dünya 2:ekonomi 3:kültür 4:saglik 5:spor 6:teknoloji

This model is a fine-tuned version of dbmdz/bert-base-turkish-cased on given dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.2934
  • —Accuracy: 0.9293

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
  • —trainbatchsize: 4
  • —evalbatchsize: 4
  • —seed: 42
  • —gradientaccumulationsteps: 4
  • —totaltrainbatch_size: 16
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_ratio: 0.1
  • —num_epochs: 3

Training results

Training LossEpochStepValidation LossAccuracy
0.28671.02140.28800.9136
0.16722.04280.26580.9327
0.07353.06420.29340.9293

Framework versions

  • —Transformers 4.26.1
  • —Pytorch 1.13.1+cu117
  • —Datasets 2.10.1
  • —Tokenizers 0.13.2