hanifekaptan/ai-agent-for-aspect-based-sentiment-analysis

AI Agent for Aspect Based Sentiment Anaysis

🎯 Aspect-Based Sentiment Analysis using natural language

This Space runs a full-stack application with:

• —🚀 FastAPI Backend - Aspect-based analysis powered by Google Gemini
• —🎨 Streamlit Frontend - Interactive analysis and visualization dashboard

How to Use

Simply provide text input to get detailed sentiment insights:

• —"The screen is great but the battery drains quickly."
• —"I love the camera, but the price is too high."
• —Upload a CSV file with thousands of customer reviews for batch analysis.

The agent understands context and identifies sentiment for each specific aspect!

Technology Stack

• —Backend: FastAPI
• —Frontend: Streamlit
• —ML Model: Google Gemini (gemini-1.5-flash-latest)
• —ML Framework: LangChain
• —Data Processing: Pandas

Links

• —🚀 Live Demo on HuggingFace
• —💻 GitHub Repository
• —🐛 Report Issues

Architecture

Streamlit Frontend (Port 7860)
         ↓
FastAPI Backend (Port 8000)
         ↓
Google Gemini API

Both services run in a single Docker container optimized for HuggingFace Spaces.

Author: Hanife Kaptan License: Apache 2.0