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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
Wan Ping Fei 2019.09.29 12:05 


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  Price: 299$           Live Signal   https://www.mql5.com/en/signals/943594 Telegram Channel      https://t.me/Successful_Forex_EA  Recommended VPS: https://ruvds.com/pr5256 Recommended Broker: https://ru.weltrade.com/?r1=ipartner&r2=36541 London Pride is a high-end, totally automated Expert Advisor specifically devised to trade with GBPUSD currency pair. It is ideal for working on M15 timeframe. The EA uses sophisticated machine learning and self-adaptive algorithms to br
299 USD
Hippo Trader Pro MT5
Michela Russo
Hippo Trader Pro is a trading robot  for the trading on forex. This is a Trend Following system that trades mainly during Asian and European Session. The EA has been subjected to  stress tests  for a period of  17 years  and  passes every year  with a very advantageous profit/drawdown ratio. Important Information Revealed By  purchasing  this Expert Advisor you are entitled  to receive a free copy  of  Another EA ! (All future updates included) -> To Receive it, Please Contact me by  mql5 mess
299 USD
PS Tsunami EA MT5
Miguel Angel Vico Alba
Special offer 50% discount: $ 199 (Before $ 399) The primary focus in the development of this EA was security by eliminating the risk of a large DD (DrawDown) that is generally associated with most grid systems on the market. A great effort was made to make good innings and the strategy was reinforced with a smooth grid. The end result is much higher returns than any other similar system. The EA works with EURAUD, EURCAD, EURGBP, EURUSD and XAUUSD (GOLD) . The EA works in any TimeFrame, that is
199 USD
Robo Argon Mini Indice
Marcus Vinicius Juste Belizario
EA KCScalping M1 Mini Índice B3 Index - 487% in 2020 / 1,462% 2018-2019 EA Developed for all assets, however the results posted are for the Brazilian Future Index. In order to work with this quality in other Futures, Forex, Stocks or Cryptocurrencies markets, it is necessary to optimize parameters within the EA. Brazilian Index: 2018 to 2019: 1,462% Profit 2020: 487% (Until August / 2020)     80% of the success in the trade is emotional, with this robot, you will already
500 USD
London dynamics MT5
Vadim Zotov
Trading during the London session based on the analysis of market dynamics. To open a deal, the robot uses data from the Asian and London sessions. Trading is performed on the basis of accurate calculations and forecasts, without indicators, without risky strategies such as martingale. Trades are protected by stop loss. Minimum balance from $ 10.   There is a version of the robot for MT4 Features of the strategy During the Asian session, exchange rates usually come to some kind of steady sta
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Sun AI MT5
Arthur Hatchiguian
🔥 Sun AI  is an aggressive  scalper  that uses an algorithm generated by my own  machine learning  system.  It was built on more than 10 years of EURUSD history, which makes it reliable and accurate . The EA uses a  martingale system  to close positions. An  autolot & a security system  are integrated.  4/10   copy sold at   299$ . Next price: 349 $  ⚠️  This EA only works for EUR/USD M1 ⚠️ Recommended Broker :   ICMarkets The minimum deposit is  300$ (be careful to convert correctly for o
299 USD
FF3 Scalper MT5
Valerii Gabitov
To keep abreast of the latest news and settings, join the telegram group:  Telrgram channel for important messages on trading advisors from my profile  https://t.me/MTMessages ENG  https://t.me/moderntehnology RUS  https://t.me/dynamictime Please read the description in full and if you still have questions, please write to me in private messages! Before opening each trade, EA checks the trading leverage of the account as well as the margin level. I do not recommend using more than 1: 100 leve
280 USD
NightVision MT5
Alexander Kalinkin
NightVision EA MT5  - is an automated Expert Advisor that uses night scalping trading during the closing of the American trading session. The EA uses a number of unique author's developments that have been successfully tested on real trading accounts. The EA can be used on most of the available trading instruments and is characterized by a small number of settings and easy installation. Live signal for NightVision EA:    https://www.mql5.com/ru/signals/author/dvrk78 Recommended FX broker :  IC M
349 USD
EA Builder PRO
Arthur Hatchiguian
EA Builder  is a tool allowing you to create  your own algorithm  and adapt it to your  own trading style . Classical trading, grid, martingale, combination of indicators with  your personal settings , independent orders or DCA, visible or invisible TP/SL, trailing stop, loss covering system, break-even system, trading hours, automatic position size and many more.. The EA Builder has everything you need to create  your perfect EA . There is an infinite number of possibilities, build your own a
119 USD
Aura Oil Trader MT5
Stanislav Tomilov
Price $499 2 of 10 copies left at this price Next 10 copies $599 Telegram channel:  https://t.me/aura_gold_ea Aura Oil Trader EA  is a fully automated EA designed to trade   BRENT   crude   oil. It is based on machine learning cluster analysis and genetic algorithms. EA contains self-adaptive market algorithm, which uses price action patterns and standard trading indicators (CCI,ATR). Expert showed stable results on BRENT in 2001-2020 period. No dangerous methods of money managment used, no mar
499 USD
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Nebula FX Edition
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An Expert Advisor based on a self-learning neural network. Trading is done intraday. At the end of the day, all open positions are forcibly closed. The trading period can be set in the settings. The trading result of the advisor can be viewed here: https://www.mql5.com/en/signals/906035 Each position is tracked individually. For each position, virtual stop loss and take profit levels are set. These levels are modified by a dynamic trailing stop. Stop loss, take profit and trailing stop
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Suhail Chougule
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
Wan Ping Fei 2019.09.29 12:05 


[Deleted] 2019.01.07 19:27 

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Andrey Litvichenko
Andrey Litvichenko 2017.10.17 06:35 

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

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