This MetaTrader 5 expert advisor is a legacy project focused on machine learning and neural network forecasting. The system implements logic for training models and generating forecasts using technical indicators like ADX and ZigZag. It includes several optional modules for long, short, hedging, and martingale trading
Trading robot · MT5
Native Trading Genetic Algorithm
This expert advisor for MetaTrader 5 utilizes a genetic algorithm and neural network to make autonomous trading decisions without relying on traditional technical indicators.
GitHub stars18
Forks15
Last update5 years ago31 Jan 2021
LicenceNone stated
Overview
Native Trading Genetic Algorithm implements a self-learning mechanism that evaluates a population of species to determine entry, exit, and lot sizing across multiple currency pairs simultaneously. The robot incorporates hedging strategies and manages risk through evolution-based optimization parameters such as mutation, tournament size, and elitism. The system processes historical price data to optimize its internal weights, aiming to adapt to market conditions through a native implementation within MQL5.
- Genetic algorithm for self-learning optimization
- Neural network based decision making
- Multi-symbol trading across major currency pairs
- Automated lot size allocation and hedging
Details
Author
edouardkombo on GitHub
Type
Trading robot
Platform
MetaTrader 5 (MQL5)
Strategy
AI / machine learning, Hedging
Markets
Forex
Timeframes
Any timeframe
Risk Profile
- Holds opposite positions at once
EA Files
Topics
self-learningtradingmt5mt4neural-networkgenetic-algorithm
Input Parameters
Read from GA_Manager.mq5. Defaults are the author's; change them in the EA's Inputs tab.
| Name | Type | Default | Description |
|---|---|---|---|
numpopulation | int | 75 | |
i_tournamentSize | double | 5 | |
i_elitism | bool | true | |
i_uniformRate | double | 0.5 | |
i_mutationRate | double | 0.015 |
How to Install It
- 1Download the sourceUse "Download source (.zip)" above, or clone edouardkombo/Native-trading-genetic-algorithm from GitHub, and unzip it.
- 2Open the data folderIn MetaTrader choose File, then Open Data Folder, and go to MQL5/Experts.
- 3Copy the filesCopy the .mq5 file into Experts.
- 4Compile in MetaEditorOpen the file in MetaEditor and press Compile. Fix any missing includes the compiler reports.
- 5Test before you tradeRun it in the Strategy Tester, then attach it to a demo chart and allow algorithmic trading.
Third-party code. ForexR did not write, test or endorse this EA, and the summary above was generated automatically from its README and code. ForexR lists only repositories with readable source code and never hosts files. Read the code, backtest it and use a demo account first; automated trading can lose money quickly.
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