Named Entity Recognition API Development
Ratnapriya Lal
Named Entity Recognition (NER) API
Project Overview
A robust Named Entity Recognition (NER) service built using FastAPI and transformer-based models, capable of extracting named entities from text inputs.
Features
Transformer-based NER model :
Jean-Baptiste/roberta-large-ner-englishFastAPI Backend
Comprehensive entity recognition
Multiple model support
Error handling and logging
Prerequisites
Anaconda/Miniconda
Python 3.9+
Installation & Setup
1. Clone the Repository
2. Create conda environment
3. Install dependencies
4. Download SpaCy model
5. Running the Application
6. Run the test script
API Endpoints:
Predict: Endpoint -
/predict, Method - POSTHealth Check: Endpoint -
\health, Method - GETLike this project
Posted May 5, 2026
Developed a FastAPI-based NER service using transformer models.
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