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Original file history: https://github.com/huggingface/transformers/commits/master/model_cards/TypicaAI/magbert-ner/README.md

README.md

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+---
+language: fr
+widget:
+- text: "Je m'appelle Hicham et je vis a Fès"
+---
+
+# MagBERT-NER: a state-of-the-art NER model for Moroccan French language (Maghreb)
+
+## Introduction
+
+[MagBERT-NER] is a state-of-the-art NER model for Moroccan French language (Maghreb). The MagBERT-NER model was fine-tuned for NER Task based the language model for French Camembert (based on the RoBERTa architecture).
+
+For further information or requests, please visite our website at [typica.ai Website](https://typica.ai/) or send us an email at contactus@typica.ai
+
+## How to use MagBERT-NER with HuggingFace
+
+##### Load MagBERT-NER and its sub-word tokenizer :
+
+```python
+from transformers import AutoTokenizer, AutoModelForTokenClassification
+
+tokenizer = AutoTokenizer.from_pretrained("TypicaAI/magbert-ner")
+model = AutoModelForTokenClassification.from_pretrained("TypicaAI/magbert-ner")
+
+
+##### Process text sample (from wikipedia about the current Prime Minister of Morocco) Using NER pipeline  
+
+from transformers import pipeline
+
+nlp = pipeline('ner', model=model, tokenizer=tokenizer, grouped_entities=True)
+nlp("Saad Dine El Otmani, né le 16 janvier 1956 à Inezgane, est un homme d'État marocain, chef du gouvernement du Maroc depuis le 5 avril 2017")
+
+
+#[{'entity_group': 'I-PERSON',
+#  'score': 0.8941445276141167,
+#  'word': 'Saad Dine El Otmani'},
+# {'entity_group': 'B-DATE',
+#  'score': 0.5967703461647034,
+#  'word': '16 janvier 1956'},
+# {'entity_group': 'B-GPE', 'score': 0.7160899192094803, 'word': 'Inezgane'},
+# {'entity_group': 'B-NORP', 'score': 0.7971733212471008, 'word': 'marocain'},
+# {'entity_group': 'B-GPE', 'score': 0.8921478390693665, 'word': 'Maroc'},
+# {'entity_group': 'B-DATE',
+#  'score': 0.5760444005330404,
+#  'word': '5 avril 2017'}]
+
+```
+
+
+## Authors 
+
+MagBert-NER Model was trained by Hicham Assoudi, Ph.D. 
+For any questions, comments you can contact me at assoudi@typica.ai
+
+
+## Citation
+
+If you use our work, please cite:
+Hicham Assoudi, Ph.D., MagBERT-NER: a state-of-the-art NER model for Moroccan French language (Maghreb), (2020)