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Neural network 2 Moving Averages

4.14

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.

Bewertungen 10
karo74
24
karo74 2023.12.25 15:07 
 

I have a problem with one setting. When I try to enable the "Learning mode EA" option and click OK, the robot disappears from the specific instrument after a moment. Can you help me resolve this issue?

David Felipe Da Silva
137
David Felipe Da Silva 2023.07.26 19:50 
 

good EA, great work

Petr Zharuk
1370
Petr Zharuk 2022.05.15 23:13 
 

Спасибо!

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Thi Thu Ha Hoang
4.76 (17)
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Quantum Gold Emperor MT5
Bogdan Ion Puscasu
5 (20)
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499.99 USD
Aura Black Edition MT5
Stanislav Tomilov
4.32 (22)
Aura Black Edition is a fully automated EA designed to trade GOLD only. Expert showed stable results on XAUUSD in 2011-2020 period. No dangerous methods of money management used, no martingale, no grid or scalp. Suitable for any broker conditions. EA trained with a multilayer perceptron Neural Network (MLP) is a class of feedforward artificial neural network (ANN). The term MLP is used ambiguously, sometimes loosely to any feedforward ANN, sometimes strictly to refer to networks composed of mult
2 000 USD
Quantum Trade EA MT5
Bogdan Ion Puscasu
4.82 (136)
Wir stellen vor       Quantum Trade EA   , der bahnbrechende MQL5-Expertenberater, der die Art und Weise, wie Sie mit dem prestigeträchtigen GBPUSD-Paar handeln, verändert! Quantum Trade wurde von einem Team erfahrener Händler mit über 13 Jahren Handelserfahrung entwickelt       EA wurde entwickelt, um Ihre Handelsreise mit seiner innovativen und dynamischen Breakout-Zone-Strategie auf ein neues Niveau zu heben. WICHTIG! Bitte senden Sie mir nach dem Kauf eine private Nachricht, um die Install
299.99 USD
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Shintaseftiana
2.33 (3)
The latest version 1.3 has been published. I think DaVinci Code EA's performance is amazing The price of this EA will be increased steadily, to limit the number of users trading with this system. The Current price is 3 copies left of 5 provided , next price 799 usd,    so come on hurry up Introducing DaVinci Code EA - the ultimate Expert Advisor that's out of this world! This cutting-edge EA operates on a super advanced system with Market Structure and OrderBlock, all set to skyrocket your tr
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Daytrade Pro Algo MT5
Profalgo Limited
4.5 (10)
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Forex GOLD Investor MT5
Lachezar Krastev
5 (37)
SHOCK DEAL! -->  LAST 2 COPIES AT THIS PRICE !!!   BUY Forex GOLD Investor with -$260 OFF and GET a BONUS EA! Signal Account:  https://www.mql5.com/en/signals/1510678 Forex GOLD Investor is one of the best expert advisors developed to trade on GOLD(XAUUSD) in the forex market. Forex GOLD Investor consists of 2 trading systems . The first one is based on scalping trading strategy and the second system has time based dependency which opens up to 2 trades at a time. It has been tested rigorously t
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Dragon Blaze MT5
Jesper Christensen
5 (1)
Dragon Blaze is a sophisticated trading system with an advanced entry model based on price action and price patterns, classical indicators and rate of accumulation and distribution between buyers and sellers.  Additionally it utilizes a smart and self adapting grid system to manage positions effectively and close baskets of positions. The grid system not only uses several different multipliers to match the market optimally, but also has an integrated function that adds to the multiplier dependin
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EA has a live track record with 48 month of stable trading with low drawdown: Live performance MT4 version can be found here Perceptrader AI is a cutting-edge grid trading system that leverages the power of Artificial Intelligence, utilizing Deep Learning algorithms and Artificial Neural Networks (ANN) to analyze large amounts of market data at high speed and detect high-potential trading opportunities to exploit. Supported currency pairs: NZDUSD, USDCAD, AUDNZD, AUDCAD, NZDCAD, GBPCHF Timefra
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Valeriia Mishchenko
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Tiger Trade Pro MT5
Soraya Bahlekeh
5 (7)
Ursprünglicher Preis $269 -> 50% Rabatt nur $129 Live-Ergebnisse:   Link in der Biografie Tiger Trade Pro - Ihr Schlüssel zum selbstbewussten Handeln! Tiger Trade Pro ist ein echter und durchweg profitabler EA, der das Scalp-Trend-System verwendet und im Vergleich zu anderen ähnlichen EAs ein sehr günstiges Risiko bietet. Dieser EA bietet sowohl einfache als auch erweiterte Einstellungen, um Ihrem Handelsstil gerecht zu werden. Maßgeschneiderte Einstellungen:  Ob Sie Einfachheit oder fortg
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5 (2)
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Tajammul Hussain
5 (15)
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SIEA Pro MT5 NG
Daniel Stein
5 (1)
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Auswahl:
karo74
24
karo74 2023.12.25 15:07 
 

I have a problem with one setting. When I try to enable the "Learning mode EA" option and click OK, the robot disappears from the specific instrument after a moment. Can you help me resolve this issue?

Vladimir Mikhailov
8506
Antwort vom Entwickler Vladimir Mikhailov 2023.12.25 23:49
David Felipe Da Silva
137
David Felipe Da Silva 2023.07.26 19:50 
 

good EA, great work

Jali Os
113
Jali Os 2023.03.16 09:58 
 

Not working. Very bad to say this bot is never open Sell or Buy for two (2) test on XAUUSD trading.

sailor250
17
sailor250 2022.12.30 05:27 
 

The neural networks moving averages seem to be doing fine

Petr Zharuk
1370
Petr Zharuk 2022.05.15 23:13 
 

Спасибо!

Suhail Chougule
288
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
1690
Wan Ping Fei 2019.09.29 12:05 
 

🐱‍🚀🐱‍🚀🐱‍🚀

[Gelöscht] 2019.01.07 19:27 
 

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Andrey Litvichenko
7556
Andrey Litvichenko 2017.10.17 06:35 
 

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

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Antwort auf eine Rezension
Version 1.5 2020.04.02
Версия советника скомпилированная под новый терминал MT5.
Устранены мелкие ошибки.