Instructions to use Israaabdelghany/Arabic_POS_classifer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Israaabdelghany/Arabic_POS_classifer with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="Israaabdelghany/Arabic_POS_classifer")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("Israaabdelghany/Arabic_POS_classifer") model = AutoModelForTokenClassification.from_pretrained("Israaabdelghany/Arabic_POS_classifer") - Notebooks
- Google Colab
- Kaggle
Arabic_POS_classifer
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on an unknown dataset. It achieves the following results on the evaluation set:
- Train Loss: 0.0665
- Validation Loss: 0.1015
- Train Precision: 0.9651
- Train Recall: 0.9605
- Train F1: 0.9628
- Train Accuracy: 0.9725
- Epoch: 1
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': 'AdamWeightDecay', 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 4860, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
- training_precision: float32
Training results
| Train Loss | Validation Loss | Train Precision | Train Recall | Train F1 | Train Accuracy | Epoch |
|---|---|---|---|---|---|---|
| 0.0670 | 0.1015 | 0.9651 | 0.9605 | 0.9628 | 0.9725 | 0 |
| 0.0665 | 0.1015 | 0.9651 | 0.9605 | 0.9628 | 0.9725 | 1 |
Framework versions
- Transformers 4.51.3
- TensorFlow 2.19.0
- Datasets 3.6.0
- Tokenizers 0.21.1
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Model tree for Israaabdelghany/Arabic_POS_classifer
Base model
aubmindlab/bert-base-arabertv02