TREND-X-BTC: Bitcoin 30 Days Forecasting with LSTMs and Multi-Head Attention Mechanism

Table of Contents

• Overview
• Key Features
• Tech Stack
• Getting Started
• Project Structure
• Contributing
• License
• Contact

Overview

TREND-X-BTC is an advanced cryptocurrency price prediction system leveraging LSTM neural networks combined with attention mechanisms to forecast Bitcoin prices with an impressive 98% accuracy. The project integrates real-time market data, sentiment analysis, and blockchain metrics to deliver comprehensive insights and accurate forecasts, empowering users to make confident and informed trading decisions.

Key Features

• Advanced Neural Architecture: LSTM networks with attention mechanism achieving 98% prediction accuracy.
• Real-time Data Integration: Live market data from Binance, sentiment analysis, and blockchain metrics.
• Interactive Dashboard: Real-time visualization and analysis tools.
• AI-Powered Chat: Multiple language models with web searching capabilities.
• Automated Predictions: Scheduled predictions and notifications system.
• 3D Visualization: Enhanced Bitcoin model with dynamic animations and effects.

Tech Stack

• Frontend:

  • Next.js 14
  • TypeScript
  • Framer Motion
  • Three.js
  • TailwindCSS

• Backend & Services:

  • Firebase
  • Clerk Authentication
  • Binance API
  • Multiple LLM Integration

• Data Sources:

  • Binance (Real-time cryptocurrency data)
  • Alternative.me (Market sentiment)
  • FRED (Macroeconomic indicators)
  • Google BigQuery (Blockchain metrics)

Getting Started

First, install the dependencies:

npm install
# or
yarn install
# or
pnpm install

Run the development server:

npm run dev
# or
yarn dev
# or
pnpm dev

Open http://localhost:3000 with your browser to see the result.

Project Structure

src/
├── app/                    # App router components
├── components/             # Reusable components
├── pages/                  # Page components
│   ├── api/               # API routes
│   ├── auth/              # Authentication pages
│   ├── dashboard/         # Dashboard views
│   └── prediction/        # Prediction interface
├── config/                # Configuration files
└── styles/                # Global styles

Contributing

We welcome contributions! Please follow these steps:

1. Fork the repository.
2. Create a feature branch.
3. Commit your changes.
4. Push to the branch.
5. Open a Pull Request.

License

This project is licensed under the MIT License.

Contact

For questions or collaboration, contact [email protected].

© 2024 TREND-X-BTC. All rights reserved.