sentiment-demo / README.md
jkmaina
Movie Review Sentiment Analysis - BERT
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---
title: Movie Review Sentiment Analyzer
emoji: 🎬
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 5.9.1
app_file: app.py
pinned: false
license: mit
short_description: BERT-powered movie review sentiment analysis
---
# Movie Review Sentiment Analyzer
## Overview 🎯
This Gradio app uses the `zavora/bert-sentiment-imdb` model to analyze movie review sentiments in real-time. The model has been fine-tuned on the IMDB dataset to provide accurate sentiment predictions for movie-related text.
## Features ✨
- Real-time sentiment analysis
- Confidence score for each prediction
- User-friendly interface
- Example reviews for testing
- Mobile-responsive design
## Model Details πŸ€–
- **Base Model**: bert-base-uncased
- **Fine-tuned on**: IMDB dataset
- **Task**: Binary Sentiment Analysis
- **Model Source**: [zavora/bert-sentiment-imdb](https://huggingface.co/zavora/bert-sentiment-imdb)
## How to Use πŸ“
1. Enter your movie review in the text box
2. Click the "Submit" button
3. View the sentiment analysis results:
- Sentiment (Positive/Negative)
- Confidence score
## Technical Details πŸ› οΈ
Built with:
- Gradio 5.9.1
- Transformers
- PyTorch
- BERT model fine-tuned on IMDB dataset
## Local Development
```bash
# Install dependencies
pip install -r requirements.txt
# Run the app
python app.py