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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.

Comentarios 5
Wan Ping Fei
1757
Wan Ping Fei 2019.09.29 12:05 
 

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Vsevolod Gorkovtsov
First 2021 sale! Blazar available only at $299 , 1 day left! Price will go up to $399 after the sale Blazar is a fully automated trading system on the most popular major currency pairs: EURUSD , GBPUSD , USDJPY M5 . It's pure Price Action mean reversal system that exploits peakedness of market distribution to safely identify trend reversals Every trade is protected by Stop-Loss The EA can work in 2 modes : Normal Mode - trading classics: 1 signal = 1 trade. No martingale , grid or hedging is
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EA Mad Max MT5
Vitali Vasilenka
⭐ Anger conquers fear p.s Thomas Shelby ⭐ ⚠️ Settings are available at this link https://1drv.ms/f/s!Ak70UTJrIkV4atAI1ggS5L1Rl5s Telegram   group   here   telegram   channel   here New perception of price movement in the market. The Expert Advisor predicts the price movement in the future. Using the theory of relativity to calculate motion. This formula allows you to increase the possible number of entry points in the future. The EA makes an analysis every 3 minutes. (processing more
149 USD
Money Mind BTC
Antonio Simon Del Vecchio
Money Mind (BTC) El Expert Advisor Money Mind (BTC) es un EA que se ajusta a la tendencia que esté presentando el BTC respecto al dólar y bajo un análisis matemático, descubre los retrocesos en el precio, para entrar en compra como en venta, dependiendo de la tendencia. Money Mind (BTC) siempre buscará hacer sus operaciones a favor de la tendencia, para disminuir el riesgo. Una gran ventaja de Money Mind (BTC) es que ya está listo para ser utilizado, sin la necesidad de estar configurando paráme
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Speed Magic NEW MT5
Volha Loyeva
⭐⭐⭐⭐⭐ Speed magic New MT5 Live signal   The MT4 version came out much earlier and has already received user reviews.  Roboforex   is a recommended broker with excellent conditions and up to 120% bonus on account replenishment Русскоязычное описание Telegram band Speed Magic .set files and expert settings Speed magic New - This is a  completely new trading system  to achieve the  fastest possible profit  . This is a   mixture of  one of the best time-tested trading systems with the add
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QA Magic Recovery and Trade MT5
Volha Loyeva
MT4 версия Be sure to install the .set file MT5 версия QA Trading - стратегия торговли основана на исторически сложивщихся аксиомах формирования зон перекупленности и перепроданности. В советник встроена автораская система определения точек входа в рынок для подтверждения которых применяются показатели некоторых индикаторов.  QA Trading - абсоютно новый авторский продукт на рынке Forex, который отлично адаптируется под любые рыночные уловия благодаря своей "гибкости" и "находчивости".  QA T
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Kyoto MT5
Ruben Octavio Gonzalez Aviles
⛩  Kyoto is a fast and dynamic algorithm with more than 98% profitable trades in a historical backtest. It usually opens multiple trades per week and closes them mostly within the same day. 📣  Introductory offer: Only the next 6 copies of this EA will be sold at the current price.  📣 The price will increase after this threshold. NO m artingale, smart recovery, grid trading or averaging in this algorithm.Be careful with such methods as they can quickly wipe out your portfolio. Recommended Broke
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Exp TickSniper PRO FULL
Vladislav Andruschenko
Exp-TickSniper: scalper de alta velocidad con selección automática de parámetros para cada par de divisas automáticamente. Sueña con un asesor que calculará automáticamente los parámetros comerciales? ¿Optimizado y sintonizado automáticamente? La versión completa del sistema para MetaTrader 4:    TickSniper  scalper   para MetaTrader 4 El EA se ha desarrollado en base a la experiencia adquirida en casi 10 años de programación de EA. Para comenzar a operar con nuestro asesor, debe instalarlo en s
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Aint No Trend MT5
Evgeniy Scherbina
Ain't No Trend is a neural advisor trained to trade with 16 symbols: AUDUSD, CADJPY, EURGBP, EURJPY, EURUSD, GBPCHF, GBPJPY, GBPUSD, NZDUSD, USDCAD, USDCHF, USDJPY, USDNOK, USDSEK, USDSGD, XAUUSD (or GOLD). Conservative signal: https://www.mql5.com/en/signals/857787 Aggressive signal: https://www.mql5.com/en/signals/891778 If your symbols have a suffix (ex: EURUSD_i), you should set the value of Suffix accordingly. Otherwise the advisor will not work. The advisor uses target levels incorporate
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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   199$ . Next price: 299 $  (first price 199$) ⚠️  This EA only works for EUR/USD M1 ⚠️ The minimum deposit is  300$ (be careful to convert correctly for other currencies).
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Multi Strategist
Julian Jäger
Forum News 24 August  How to upgrade own setfile to V4.401:  1) Load blank.set file. 2) Load your set file. 3) save your now updated setfile. News 25 May, 2020 New fundraising campaign. A donation of 50 EUR for each purchase between today and the end of 31 May 2020 will go to Aktion-Deutschland-Hilft project "Emergency assistance worldwide". Proof of donation can be provided. News 21 April, 2020 New fundraising campaign. A donation of $100 for each purchase made between today and the end of A
279 USD
FF3 Scalper MT5
Valerii Gabitov
To keep abreast of the latest news and settings, join the telegram group:  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 leverage, please be aware of the risks. The EA will not open a volume that will lower your margin to less
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Otros productos de este autor
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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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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 FX Edition
Vladimir Mikhailov
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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Filtro:
Rodrigo da Silva Boa
7197
Rodrigo da Silva Boa 2016.03.11 03:33 
 

El usuario no ha dejado ningún comentario para su valoración

Andrey Litvichenko
7658
Andrey Litvichenko 2017.10.17 06:35 
 

El usuario no ha dejado ningún comentario para su valoración

[Eliminado] 2019.01.07 19:27 
 

El usuario no ha dejado ningún comentario para su valoración

Wan Ping Fei
1757
Wan Ping Fei 2019.09.29 12:05 
 

🐱‍🚀🐱‍🚀🐱‍🚀

Suhail Chougule
245
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?

Respuesta al comentario
Versión 1.5 2020.04.02
Версия советника скомпилированная под новый терминал MT5.
Устранены мелкие ошибки.