
# 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)

{"language": "fr", "widget": [{"text": "Je m'appelle Hicham et je vis a F\u00e8s"}]}
transformers pytorch camembert token-classification fr autotrain_compatible endpoints_compatible region:us
TAGS
#transformers #pytorch #camembert #token-classification #fr #autotrain_compatible #endpoints_compatible #region-us 


# 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 URL Website or send us an email at contactus@URL

## How to use MagBERT-NER with HuggingFace

##### Load MagBERT-NER and its sub-word tokenizer :




## Authors 

MagBert-NER Model was trained by Hicham Assoudi, Ph.D. 
For any questions, comments you can contact me at assoudi@URL


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)

# 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 URL Website or send us an email at contactus@URL ## How to use MagBERT-NER with HuggingFace ##### Load MagBERT-NER and its sub-word tokenizer : ## Authors 

MagBert-NER Model was trained by Hicham Assoudi, Ph.D. 
For any questions, comments you can contact me at assoudi@URL


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)
TAGS
#transformers #pytorch #camembert #token-classification #fr #autotrain_compatible #endpoints_compatible #region-us 
 # 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 URL Website or send us an email at contactus@URL ## How to use MagBERT-NER with HuggingFace ##### Load MagBERT-NER and its sub-word tokenizer : ## Authors 

MagBert-NER Model was trained by Hicham Assoudi, Ph.D. 
For any questions, comments you can contact me at assoudi@URL


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)
passage: TAGS
#transformers #pytorch #camembert #token-classification #fr #autotrain_compatible #endpoints_compatible #region-us 
# 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 URL Website or send us an email at contactus@URL## How to use MagBERT-NER with HuggingFace##### Load MagBERT-NER and its sub-word tokenizer :## Authors 

MagBert-NER Model was trained by Hicham Assoudi, Ph.D. 
For any questions, comments you can contact me at assoudi@URL


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)