umutarpayy/tarih11v_bert
This model is a fine-tuned version of dbmdz/bert-base-turkish-cased on an unknown dataset. It achieves the following results on the evaluation set:
- Train Loss: 0.3840
- Train Accuracy: 0.8680
- Validation Loss: 0.2637
- Validation Accuracy: 0.9058
- Epoch: 11
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:
- optimizer: {'name': 'Adam', 'weight_decay': None, 'clipnorm': None, 'global_clipnorm': None, 'clipvalue': None, 'use_ema': False, 'ema_momentum': 0.99, 'ema_overwrite_frequency': None, 'jit_compile': True, 'is_legacy_optimizer': False, 'learning_rate': {'module': 'transformers.optimization_tf', 'class_name': 'WarmUp', 'config': {'initial_learning_rate': 3e-05, 'decay_schedule_fn': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 3e-05, 'decay_steps': 3856, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'warmup_steps': 428, 'power': 1.0, 'name': None}, 'registered_name': 'WarmUp'}, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False}
- training_precision: float32
Training results
Train Loss | Train Accuracy | Validation Loss | Validation Accuracy | Epoch |
---|---|---|---|---|
2.8081 | 0.1691 | 2.0039 | 0.4014 | 0 |
1.8655 | 0.4074 | 1.4399 | 0.5428 | 1 |
1.4976 | 0.5100 | 1.1151 | 0.6475 | 2 |
1.2692 | 0.5821 | 0.9070 | 0.7068 | 3 |
1.0687 | 0.6476 | 0.6802 | 0.7976 | 4 |
0.9017 | 0.6984 | 0.5772 | 0.8185 | 5 |
0.7475 | 0.7511 | 0.4778 | 0.8639 | 6 |
0.6290 | 0.7934 | 0.3831 | 0.8778 | 7 |
0.5501 | 0.8141 | 0.3291 | 0.9005 | 8 |
0.4693 | 0.8363 | 0.2908 | 0.9023 | 9 |
0.4157 | 0.8598 | 0.2763 | 0.9040 | 10 |
0.3840 | 0.8680 | 0.2637 | 0.9058 | 11 |
Framework versions
- Transformers 4.48.3
- TensorFlow 2.18.0
- Datasets 3.4.1
- Tokenizers 0.21.1
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Base model
dbmdz/bert-base-turkish-cased