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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.

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Hamster Scalping is a fully automated Expert Advisor with no use of martingale. Night scalping strategy. The RSI indicator and an ATR-based filter are used for entries. The advisor needs a hedging account type Real operation monitoring as well as my other products can be found here: https://www.mql5.com/en/users/mechanic/seller General Recommendations The minimum deposit is $100, use an ECN account with the minimum spread,  default settings reccomend for eurusd m5 gmt +3 .  Skype is  here . Te
35 USD
Breakthrough Strategy MT5
Konstantin Kulikov
A copy of the "Breakthrough Strategy" Expert Advisor (monitoring: https://www.mql5.com/en/signals/395124 ). Settings for EA, as in a signal, and instructions can be downloaded in the comment #5 🛑  Telegram channel with news:   https://t.me/EAFXPRO 🛑   Telegram group for questions and discussion:   https://t.me/EAFXPRO_chat Highlights to pay attention to During live operation of the expert the GMT offset parameter is determined automatically based on local time of the computer (GMT_Offset_AUT
280 USD
White Peaks EA
Evgenii Golovanets
Price: $499 only 7 of 10 copies left at this price Next price $599 WP EA shows best performance with  IC Markets (click to register)   Live Monitoring #1  https://www.mql5.com/ru/signals/814806 Live Monitoring #2   https://www.mql5.com/en/signals/823039 If you want to test EA correctly in multi pairs mode please change magic number to 66666 White Peaks Expert Advisor  is a fully automated night scalper EA, based on machine learning and data mining analysis.  It has a   self adaptive   market al
499 USD
FrankoScalp MT5
Konstantin Kulikov
I have been developing, testing and correcting this automated scalping system for a long time:  https://www.mql5.com/en/signals/author/test-standart . Last settings for EA in the comment : #38 🛑  Telegram channel with news: https://t.me/EAFXPRO 🛑 Telegram group for questions and discussion: https://t.me/EAFXPRO_chat Highlights to pay attention to 1.  During live operation of the expert the GMT offset parameter is determined automatically based on local time of the computer (GMT_Offset_AUTO
280 USD
ExitFromLock
Konstantin Efremov
Советник предназначен для работы на  Hedge счетах. Основная задача данного советника - выход из просадки, возникшей. например, при использовании рискованных стратегий. Советник может работать с использованием полного локирования или без него. Данный советник не открывает сделки сам, кроме локирующей позиции. Он использует прибыль других советников для закрытия убыточных ордеров, накапливая в специально буфере результаты закрытых профитных сделок. Другие советники могут быть запущены на любом инс
999 USD
Master Stochastic
Genesis Hafalla
How it works? This EA trades with Stochastic signal and base line crossovers. Only allows one open trade at a time on the currency you have attached this EA. Opens a Buy position if the signal line crosses below base line below the value you set in BuyBelow parameter. Opens a Sell position if the signal line crosses above base line above the value you set in SellAbove parameter. This EA will work in any time frame and in any pair, Stochastic oscillator will base its data on the current time fram
50 USD
Triple Moving Average EA MT5
Jan Flodin
The Expert advisor (EA) places trades when 3 moving averages (MA) are in consecutive alignment and at a certain distance from each other. Using the default settings it adopts a not very well known strategy used by some institutional traders. It involves the MAs 10, 20 and 30 or 60. The strategy works best on the H4 and D1 time frames. The Triple MA strategy (no matter which MAs are used) should be considered as a long term strategy. There could be a bad month or even a bad half year. This EA is
10 USD
Brain
Marta Gonzalez
  Brain    it is a Secure Automated Software for trade Forex market and indices. ⭐⭐⭐⭐⭐   The architecture is a Fully Automatic Autonomous Robot Expert capable of independently analyzing the market and making trading decisions   ⭐⭐⭐⭐⭐             Brain    i t is an advanced trading system. This is a fully automatic Expert Advisor.        Brain   is a plug and play system   Brain     It is a 100% automatic system,   The system is self-sufficient, performing all the work.     You can downloa
30 USD
Coin Generator
Jose Ramon Rosaenz
Expert Advisor easily configurable, with the following parameters: - Magic number: 1234 - Order type: Buy / Sell - TP(money): 18 - Variable: 26   The Expert Advisor is optimized for use with: EUR / USD and timeframe M1 It can be optimized for other pairs. ------------------------------------------------------------------------------------------------- 10 years Back Test, 100% quality (every tick from TICKSTORY) ---------------------------------------------------------------------------------
30 USD
Aura Gold EA MT5
Stanislav Tomilov
Limited number of copies will be sold on MQL5 market.  Price: $799 only 2 copies left at this price Next 10 copies for $899, and final 10 at $999. Later the price will increase drastically just to keep the actual users up-to-date and save exclusivity of EA. Live signal#1   https://www.mql5.com/ru/signals/837273 Live signal#2   https://www.mql5.com/ru/signals/836017 Aura Gold EA  is a fully automated EA designed to trade   GOLD   only. It is based on machine learning cluster analysis and gen
799 USD
MultiBolbands
Eugene Chistyukhin
This multicurrency Expert Advisor uses 28 currency pairs. The predictions are based on two indicators: Bollinger Bands and DEMA. The default settings are for the EURUSD M15 currency pair. Before testing in the strategy tester or installing the EA on the chart, make sure that all 28 currency pairs were visible and added to the terminal: EURUSD, EURGBP, EURCHF, EURAUD, EURCAD, EURJPY, EURNZD, GBPUSD, GBPAUD, GBPCHF, GBPJPY, GBPCAD, GBPNZD, USDCAD , USDJPY, USDCHF, AUDUSD, AUDCHF, AUDCAD, AUDJPY
100 USD
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バージョン 1.5 2020.04.02
Версия советника скомпилированная под новый терминал MT5.
Устранены мелкие ошибки.