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Neural network 2 Moving Averages

A neural network Expert Advisor based on two moving averages with the training mode. Train the Expert Advisor on selected examples and make a profit in real life. The EA can work on any instrument and in any timeframe.


Trading Algorithm of the EA

Two moving averages are analyzed by the neural network core, which produces commands to buy or sell.

the values of two moving averages, fast (FMA) and slow (SMA), are provided to the first layer, at the second layer it calculates two neurons responsible for Buy (N buy) and Sell (N sell), the decision to buy or sell is made at the third level.

Block diagram of the neural network is shown in the figure.


Expert Advisor Training

In the training mode the EA "remembers" the values of moving averages marked by the user on the chart of the currency instrument. In the future, during normal operation, it recognizes the values of the moving averages.

To train the EA mark at least one long and one short trade on the chart. To indicate a long trade use the "Buy" arrow, and for the short trade use the "Sell" arrow. You can place more arrows on the chart. The more arrows, the longer will be the process of training. Presence of any other objects on the chart other than the arrows is not desirable.

After the training, folder "NN 2MA" will be created in the common folder of the terminal. It will contain file "HHHHHH_NN_2MA.bin" with the settings of the trained neural network. XXXXXX in the file name is the name of the financial instrument. In normal operation, the EA loads the data from the file. If the file is not found, it will use the default settings. By default, the EA is trained at USDJPY and one-hour timeframe, the trades are selected in 2012.

The following input parameters are responsible for the EA training:

  1. The number of weights per neuron. Equal to the length of the MA. Default - 48. 
  2. The number of training cycles - default 100. The higher the value, the longer the training process will be. In the trial version it is 10. 
  3. Factor b - the value affects the speed of the correction of weights of neurons, is used for training the network. The default value is 0.7, does not need changing.
  4. Learning mode EA - enables the training mode of the EA.

Examples of specifying trades for training the EA are available in the figure.


The Normal Mode Settings

Settings of Moving Averages

You can adjust the settings of each moving average: the period, the price, the calculation mode.

Trade Settings

  1. Volume of order - default is 0,1.
  2. Value of slippages in points - default is 30.
  3. Number of attempts to open a position - default is 5.
  4. Level StopLoss in points - default is 0.
  5. Level TakeProfit in points - default is 0.
  6. Level TrailingStop in points - default is 650.
  7. Allow money management - control the order size to enter the market, enabled by defalt. If the mode is disabled, the order size is taken from the "Volume of order" parameter.
  8. The volume of orders as a percentage of the deposit - used to control the order size, default is 5 percent.
  9. Adding to the open position - enabled by default. If there is a signal to enter the market in the direction of an open position, the EA enters the market.

Settings of Neural Network

  1. The number of weights per neuron. Equal to the length of the MA. The higher the value, the more accurate will the current market state be recognized, but it reduces the number of trades. The lower the value, the less accurate will the current market state be recognized, but the number of trades increases. 
  2. The value of neuron activation. The value is approximately 0.75 of the value of "The number of weights per neuron". The higher the value, the stricter is the selection of neurons for making a decision. In the trial version it is 40.
  3. The number of training cycles - default is 100.
  4. Factor b – the weight correction speed, default is 0.7.
  5. Learning mode EA – the EA training mode.

During training, the maximum values ​​of the neurons will be shown in the comments on the chart. These values ​​can be used as an activation value of the neuron.

An example is shown in the figure.

Other Settings

  1. Enable comments - enables comments on the chart.
  2. Magic Number of Advisor.
  3. Pause after trading in milliseconds.

By default, the EA is trained on USDJPY H1 on two trades in 2012. The result of the Expert Advisor testing in 2013 is shown in the figure.

Reviews 5
Wan Ping Fei
1795
Wan Ping Fei 2019.09.29 12:05 
 

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Anger conquers fear p.s Thomas Shelby    LAST 3 OUT OF 10 COPIES AT   $149   Next price will be $449. The Expert Advisor is based on the second indicator of trend determination with modification of control of transactions The EA independently determines the direction of the trend   The Expert Advisor DOES NOT use: ️   NOT Grid ️   NOT Doubling ️   NOT Martingale ️   NOT Averaging   Recommended pairs for trading Working pairs USDCAD, EURCHF, EURUSD, USDCHF, EURAUD,
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GOLD EAgle mt5
GOLD EAgle mt5
Evgenii Aksenov
The Gold EAgle is designed specifically for trading on gold  is used    TrendLine PRO  indicator signals and grid strategy.  The mathematical grid strategy allows you to optimize trading by opening a new orders to average profits so that a series of orders is closed consistently with a profit. The EA has a mobile trading panel for managing auto-trading functions and the ability to open trades manually. All trades opened by the trader in manual mode will be closed with a profit using the DD Redu
149 USD
Klondike EA MT5
Klondike EA MT5
Dmitrii Golubev
ONLY 1 COPIES OUT OF 10 LEFT AT $499 The most reliable and secure gold adviser. Still in doubt to buy it or not? Then just have a look at the live signals of Klondike expert Advisor. If this did not help, just text to the people who left reviews, find out from them about trading, maybe then you will stop wasting your time fearing scammers at every corner   Next price $599  ====> Live Signal Conservative Risk:  https://www.mql5.com/en/signals/954865  ====> Live Signal Aggressive Ri
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Stock Trader Pro MT5
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Ivan Pochta
Stock Trader Pro MT5     3/3 additional copues left by price $650 Next price $750 Target price $1750  Live Results  Stock Trader Pro:  here >>   (Admiral Markets) Stock Trader Pro:  here >>  (Darwinex MT4) Stock Trader Pro Hedge Mode:  here >>   (Darwinex) Stock Trader Pro   is a fully automated trading advisor designed to work at   US Stock Market . The system is based on the author’s trading strategy. Unlike Forex systems,   Stock Trader Pro   op
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Future Scalper MT5
Future Scalper MT5
Karolis Vaicekauskas
Future Scalper MT5 robot is fully automated scalper. No need for additional skills of trading to use this robot, so everyone will know how to use this robot, because robot already has settings for trading, also robot has clear input menu. This robot is based on Bollinger bands and Envelopes indicators. Robot trades at night when market is more flat. In this way, there is less risk to get trade during big movements. The robot doesn't use any risky strategy elements for trading, so your deposit is
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BlackQueen
BlackQueen
Mikhail Sergeev
Easy start: Everything is already set up. The minimum deposit is $ 50. User-friendly interface. BlackQueen   is a fully automatic, professional trading system. Stable entry points based on global price movements. Multi-currency trading, the ability to choose a strategy, unlimited customization potential for any trading tools. ️  The Expert Advisor implements 3 trading modes  ️ Auto - 7 pairs:   Multi-currency trading from one chart, using 7 currency pairs. No configuration required. Thi
182 USD
Naragot Portfolio MT5
Naragot Portfolio MT5
Alexander Mordashov
One-time flash SALE promo: only 10 copies available at $299! 5 copies left   out of 10 Next price --> $399, after the sale price will return to $499 This EA is a professional portfolio of trend-following multicurrency trading systems based on principles of volatility breakout and breakouts of support/resistance levels. Consists of 7 strategies chosen from a pool of many other which I trade myself   for a long time on real accounts with significant money on them MT4 version : https://www.mql5.co
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Joker EA mt5
Joker EA mt5
Evgenii Aksenov
Only 9 copies left for $299. Next prise is $399 I'm Evgeny Aksenov, I have been a developer of indicators, EAs and utilities for Meta Trader 4 and 5 since 2004 Based on my experience I can say that the concept of successful trading is mathematical predictability of trading results Too complicated trading robots don't guarantee better reliability, as they have lots of parameters affecting trading at a given time, which makes it difficult for most traders to understand and sett up these robots
299 USD
EA Golden Elephant MT5
EA Golden Elephant MT5
Vitali Vasilenka
Anger conquers fear from Thomas Shelby   LAST 2 OUT OF 10 COPIES AT $ 149 PRICE. The next price will be $ 249   The Expert Advisor cannot be tested on history due to the complex algorithm of actions for calculating volumes The intelligent algorithm of EA Golden Elephant  accurately determines the trend for the XAUUSD (Gold) trading pair, filters out market noise and generates entry and exit signals.  The Expert Advisor has aggressive management and trading methods, which allows you to g
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EurUsd Trend Hunter
EurUsd Trend Hunter
Salvatore Caligiuri
V6.1 Changelog: - As requested, strategy parameters are customable again - All automatic settings has been removed, now the expert is fully customable - Activated Fast recovery function - Small code errors solved Read carefully description and blog page for all details. Please report any bug at info@qfxteam.com New set file for USDSGD pair M5 timeframe: click here to download - Backtest report: click here . Thanks to user Oliver for the new set! Performance monitoring: MQL5 Sign
150 USD
GridMartin Conqueror MT5
GridMartin Conqueror MT5
Konstantin Kulikov
The best sets for currency pairs: GBPUSD, GBPCAD, EURJPY (timeframe М1). Download sets in comment   #5:  https://www.mql5.com/en/market/product/64329#!tab=comments&page=1&comment=22166007 Monitoring:  https://www.mql5.com/en/signals/author/test-standart   Pay attention to the useful information in my profile:   https://www.mql5.com/en/users/test-standart Version for MT4:  https://www.mql5.com/en/market/product/32758 Highlights to pay attention to During live operation of the expert the GM
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True Range Pro MT5
True Range Pro MT5
Smart Forex Lab.
SALE 40% OFF ROI #1 in ZuluTrade TOP   Accurate Night/Intraday Scalping & Smart Grid System Expected perfomance 5-10% / mo (eurusd M5) 20-40% / mo (gbpusd M1) Features 100% automated trades Hard stoploss for every position Dynamic basket takeprofit High spread protection Fixed & Auto volume Optimized in 2016-2020 ( Weltrade  100% history quality) Backtesed in 2010-2020  ( Weltrade  100% history quality) True Range Pro MT4 >>  https://www.mql5.com/en/market/product/54575 Set fi
295 USD
Three in One
Three in One
Petros Shatakhtsyan
"Three in One" is a multifunctional trading robot for MT5, with automatic parameter settings ( Netting and Hedging ).  For MT4:   https://www.mql5.com/ru/market/product/36687 It is designed for both professionals and beginners. The program works in 3 modes: Robot , Advisor , Indicator . 1. Robot - works fully automatically, without intervention   (  Automatic  mode ) 2. Advisor - it tells you when and what operation to do, using the SELL, BUY and CLOSE buttons. ( Manual mode ) 3. Indicator for m
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Nebula start editon for MT4
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This Expert Advisor is based on two moving averages. The EA implements a self-training mode allowing it to immediately start trading. However, it is also possible to conduct a preliminary EA training for more efficient trading. By default, the EA is configured to work on EURUSD H1. The robot is based on the modified probabilistic neural network. Initially, the neural network does not contain neurons. In this mode, the EA only learns. No trading is performed. In the course of the EA's work, it le
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Nebula FNN Edition
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General algorithm. Trading is carried out within the day from 01.00 to 23.00 according to the trading server time. After 23.00 all positions are closed. Trading is carried out with one position with a fixed volume. Price data for calculating entry and exit signals are taken at a fixed frequency. The EA does not depend on the timeframe. Algorithm for opening and closing a position. The Expert Advisor performs virtual trading, on the successful deals of which the neural network is trained. T
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Nebula start edition
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Vladimir Mikhailov
This is a further development of the Expert Advisor based on the two moving averages https://www.mql5.com/en/market/product/1693 . The EA implements a self-training mode allowing it to immediately start trading. However, it is also possible to conduct a preliminary EA training for more efficient trading. By default, the EA is configured to work on EURUSD H1. The robot is based on the modified probabilistic neural network. Initially, the neural network does not contain neurons. In this mode, the
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Filter:
Suhail Chougule
260
Suhail Chougule 2019.11.29 22:01 
 

Trailing Stop does not work can you fix it ? In-fact non of the trade settings are enforced?

Wan Ping Fei
1795
Wan Ping Fei 2019.09.29 12:05 
 

🐱‍🚀🐱‍🚀🐱‍🚀

[Deleted] 2019.01.07 19:27 
 

User didn't leave any comment to the rating

Andrey Litvichenko
7678
Andrey Litvichenko 2017.10.17 06:35 
 

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Rodrigo da Silva Boa
7146
Rodrigo da Silva Boa 2016.03.11 03:33 
 

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Reply to review
Version 1.5 2020.04.02
Версия советника скомпилированная под новый терминал MT5.
Устранены мелкие ошибки.