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A newer version of the Gradio SDK is available:
5.21.0
metadata
title: Movie Review Sentiment Analyzer
emoji: π¬
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 π―
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 β¨
- Real-time sentiment analysis
- Confidence score for each prediction
- User-friendly interface
- Example reviews for testing
- Mobile-responsive design
Model Details π€
- Base Model: bert-base-uncased
- Fine-tuned on: IMDB dataset
- Task: Binary Sentiment Analysis
- Model Source: zavora/bert-sentiment-imdb
How to Use π
- Enter your movie review in the text box
- Click the "Submit" button
- View the sentiment analysis results:
- Sentiment (Positive/Negative)
- Confidence score
Technical Details π οΈ
Built with:
- Gradio 5.9.1
- Transformers
- PyTorch
- BERT model fine-tuned on IMDB dataset
Local Development
# Install dependencies
pip install -r requirements.txt
# Run the app
python app.py