Neural network 2 Moving Averages

5

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.

Değerlendirmeler 13
Volodykaya
98
Volodykaya 2024.04.29 22:23 
 

Спасибо! Очень иинтересный советник. Вопрос: он мультивалютный, на несколько пар или таймфреймов поставить можно и что для этого надо?

Ой как я погорячился!- сегодня показывает отличные результаты, а завтра- на тех же настройках либо слив, либо вообще ноль! Хорошо не успел поставить в работу.

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
148
David Felipe Da Silva 2023.07.26 19:50 
 

good EA, great work

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Anton Kondratev
RIXA,   ALTIN piyasasındaki güvenlik açıklarını belirlemek için kullanılan, tamamen otomatikleştirilmiş ve çok yönlü açık kaynaklı bir uzman algoritmasıdır! Not        Grid       , Not        Martingale    ,    Not      "   AI"         , Not      "   Neural Network" ,    Not      "   Machine Learning"    ,     Not     "ChatGPT"   ,     Not       Unrealistically Perfect Backtests  Tickmill REAL   :   https://www.mql5.com/en/signals/2369893 RIXA    Community :       www.mql5.com/en/messages/01e09
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Bogdan Ion Puscasu
4.77 (122)
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Profalgo Limited
4.57 (30)
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Azil Al Azizul
5 (1)
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4.5 (8)
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4.39 (18)
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4.14 (7)
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Profalgo Limited
4.3 (37)
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3.2 (10)
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Christophe Pa Trouillas
5 (7)
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Ho Tuan Thang
3.82 (68)
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Gennady Sergienko
4.48 (90)
Sembol XAUUSD (Altın / ABD Doları) Zaman Aralığı H1-M15 (isteğe bağlı) Tek işlem desteği EVET Minimum Mevduat 500 USD (veya başka bir para biriminde eşdeğeri) Tüm brokerlarla uyumlu EVET (2 veya 3 basamaklı fiyatlandırma, tüm hesap para birimleri, semboller ve GMT zaman dilimi desteklenir) Önceden ayar yapmadan çalışır EVET Makine öğrenimine ilgi duyuyorsanız, kanala abone olun: Abone Ol! Mad Turtle Projesinin Ana Özellikleri: Gerçek Makine Öğrenimi Bu Expert Advisor (EA), herhangi bir GPT
Yazarın diğer ürünleri
Nebula start editon for MT4
Vladimir Mikhailov
5 (1)
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
Nebula start edition
Vladimir Mikhailov
5 (3)
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
Nebula Flex Edition
Vladimir Mikhailov
The EA determines the likely levels of price consolidation or correction and makes a decision to buy or sell the asset. Trading is performed within a day with one position, each position must have virtual stop loss and take profit levels. At the end of the day, all open positions are forcibly closed. The time of the trading period can be set in the settings. The Expert Advisor allows you to choose the type of trading by trend or flat. The default settings allow you to start trading immediately
Filtrele:
[Silindi] 2025.09.30 03:51 
 

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sonia sikandar
18
sonia sikandar 2024.11.19 09:55 
 

The bot is extremely useful when trading, but it can put unsuccesful trades, which is normal, which is why it is best you let it succcesfully close 4 to 5 trades and immediately de activate it, so you don't encounter any unsuccesful trade. It is easily customizable and you can read on how to customize it in the easy-to-reade description.

Volodykaya
98
Volodykaya 2024.04.29 22:23 
 

Спасибо! Очень иинтересный советник. Вопрос: он мультивалютный, на несколько пар или таймфреймов поставить можно и что для этого надо?

Ой как я погорячился!- сегодня показывает отличные результаты, а завтра- на тех же настройках либо слив, либо вообще ноль! Хорошо не успел поставить в работу.

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
11512
Geliştiriciden yanıt Vladimir Mikhailov 2023.12.25 23:49
David Felipe Da Silva
148
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
19
sailor250 2022.12.30 05:27 
 

The neural networks moving averages seem to be doing fine

Petr Zharuk
1773
Petr Zharuk 2022.05.15 23:13 
 

Спасибо!

Suhail Chougule
288
Suhail Chougule 2019.11.29 22:01 
 

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Wan Ping Fei
1690
Wan Ping Fei 2019.09.29 12:05 
 

🐱‍🚀🐱‍🚀🐱‍🚀

[Silindi] 2019.01.07 19:27 
 

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Andrey Litvichenko
7644
Andrey Litvichenko 2017.10.17 06:35 
 

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Rodrigo da Silva Boa
7137
Rodrigo da Silva Boa 2016.03.11 03:33 
 

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