Ensemble-Model-Scalping-Agent-SOLUSDT

# Ensemble Model Scalping Agent - SOL/USDT

A Next.js application for algorithmic trading focused on SOL/USDT scalping strategies using ensemble machine learning models.

## Features

- Real-time market data visualization
- Advanced technical indicators analysis
- Backtesting module with historical data
- Simulation environment for strategy testing
- AI-powered pattern recognition
- Ensemble model performance tracking
- Risk management tools
- Trading dashboard with comprehensive metrics

## Technology Stack

- **Frontend**: Next.js 13 (App Router), TypeScript, Tailwind CSS
- **Data**: Binance WebSocket API, CCXT library
- **AI/ML**: Custom ensemble models, fine-tuning capabilities
- **Database**: Supabase (PostgreSQL)
- **Visualization**: Custom D3.js charts
- **State Management**: React Context
- **Build**: pnpm

## Directory Structure

```
├── app/                  # Next.js app router pages
│   ├── api/              # API routes
│   ├── backtest/         # Backtesting interface
│   ├── market/           # Market data views
│   ├── models/           # Model management
│   └── scalping/         # Core trading interface
├── components/           # Reusable UI components
│   ├── charts/           # Data visualization
│   ├── indicators/       # Technical indicators
│   ├── models/           # Model components
│   └── trading/         # Trading-specific UI
├── contexts/             # Application contexts
├── docs/                 # Documentation
├── hooks/                # Custom React hooks
├── lib/                  # Core business logic
│   ├── api/              # API clients
│   ├── backtesting/      # Backtesting logic
│   ├── ensemble/         # Ensemble model logic
│   └── trading/          # Trading strategies
├── public/               # Static assets
├── services/             # Business services
├── styles/               # Global styles
└── utils/                # Utility functions
```

## Getting Started

1. Install dependencies:
```bash
pnpm install
```

2.