Hugging Face's logo

Spaces:
j2damax
/
serendip-experiential-backend
Sleeping

App Files Community
serendip-experiential-backend / README.md
3v324v23's picture
3v324v23
Deploy backend to Hugging Face Spaces
6f4e455
preview code
|
raw
history blame contribute delete
1.21 kB
metadata 
title: Serendip Experiential Backend
emoji: 🚀
colorFrom: blue
colorTo: indigo
sdk: docker
sdk_version: '3.10'
app_file: api.py
pinned: false
license: mit

Serendip Experiential Backend

This Space hosts the FastAPI backend for the Serendip Experiential Engine, which serves the j2damax/serendip-travel-classifier model.

API Endpoints

  • GET /: Health check endpoint
  • POST /predict: Analyzes a tourism review text and returns experiential dimension scores
  • POST /explain: Provides explainability for prediction results using SHAP

Usage

This backend API is designed to be used with the Serendip Experiential Frontend.

Technologies

  • FastAPI
  • Hugging Face Transformers
  • SHAP for explainability
  • PyTorch

Model

This application uses the j2damax/serendip-travel-classifier model, which was trained to identify four key experiential dimensions in Sri Lankan tourism reviews:

  • 🌱 Regenerative & Eco-Tourism
  • 🧘 Integrated Wellness
  • 🍜 Immersive Culinary
  • 🌄 Off-the-Beaten-Path Adventure

View on GitHub