CryptoMeme Analyzer is an innovative AI-powered platform that combines cryptocurrency meme analysis with price prediction. By leveraging advanced AI models and deep learning, it provides comprehensive market insights based on both visual meme content and historical price data.
- Visual element detection (symbols, characters, charts)
- Text and context analysis
- Sentiment determination
- Market trend correlation
- Real-time cryptocurrency price tracking
- LSTM-based price forecasting
- Volatility analysis
- Confidence metrics
- Historical price pattern analysis
- Combined meme and price analysis
- Trend recommendations with confidence scores
- Frontend: Streamlit
- AI Models:
- Google Cloud Vision AI (image analysis)
- Gemini Pro (NLP)
- Custom LSTM (price prediction)
- Data Source: Yahoo Finance API
- Framework: PyTorch
- Data Processing: Pandas, NumPy
- Clone the repository:
git clone https://github.com/gathlabs/cryptomeme-analyzer.git
cd cryptomeme-analyzer- Install dependencies:
pip install -r requirements.txt- Set up environment variables:
# Create .env file
touch .env
# Add your API keys
echo "GEMINI_API_KEY=your_key_here" >> .env- Start the application:
streamlit run streamlit_app.py-
Navigate to the provided URL in your browser
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Upload a cryptocurrency meme for analysis
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Get comprehensive analysis including:
- Meme sentiment analysis
- Price predictions
- Market trend recommendations
The application uses advanced AI models to analyze cryptocurrency memes:
- Detects visual elements and symbols
- Analyzes text content and context
- Determines market sentiment
- Correlates with current market trends
Utilizes LSTM neural networks for price forecasting:
- Analyzes historical price patterns
- Calculates market volatility
- Provides confidence-based predictions
- Generates trend recommendations
Combines multiple data sources for comprehensive analysis:
- Historical price data analysis
- Meme sentiment correlation
- Market trend identification
- Confidence score calculation
This application is intended for educational and entertainment purposes only. The analysis and predictions provided should NOT be used as the sole basis for investment decisions. Always conduct your own research and consult with professional financial advisors before making any investment decisions.
Made with ❤️ by GathLabs Team