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Forex Prediction System

Overview

The Forex Prediction System is a Django-based web application designed to predict Forex rates using a combination of ensemble models. It fetches historical and current trend data, processes it through various technical, machine learning, and risk management models, and makes predictions about future Forex rates.

Features

  • Fetches and processes historical Forex data.
  • Uses a variety of models including Simple Moving Average (SMA), RSI, MACD, Bollinger Bands, and several machine learning models.
  • Employs ensemble techniques to improve prediction accuracy.
  • Integrates risk management models for better decision-making.
  • Provides a user-friendly interface for making predictions.

Models Used

Technical Models

  • Simple Moving Average (SMA)
  • Relative Strength Index (RSI)
  • Moving Average Convergence Divergence (MACD)
  • Bollinger Bands

Machine Learning Models

  • Linear Regression
  • Decision Tree
  • Random Forest
  • Support Vector Machine (SVM)
  • ARIMA

Risk Management Models

  • Fixed Fraction Model
  • Kelly Criterion Model
  • Expected Value Model

Forex Specific Models

  • Mean Reversion Model
  • Carry Trade Model
  • Volatility Model

Ensemble Model

  • Combines predictions from various models using a weighted approach to enhance overall prediction accuracy.

Installation

  1. Clone the repository:
    git clone https://github.com/rootcreator/trader.git
    cd forex-prediction-system
    python -m venv venv
    pip install -r requirements.txt
    source venv/bin/activate  # On Windows use `venv\Scripts\activate`
    pip install -r requirements.txt
    python manage.py migrate
    python manage.py runserver
    

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