steps on nn ...

Classes/x-saherelm.x121.setup.cycle.class.mq5

@@ -24,11 +24,41 @@
 // Imports ...
 
 //
+#include <Arrays/ArrayObj.mqh>
 #include "../Classes/x-saherelm.x121.setup.class.mq5"
 
 //
 // Definitions ...
 
+//
+class X121SetupCycleScoreTracker : public XSCBase
+{
+    //
+    // Public ...
+public:
+    //
+    // Define Bullish and Bearish Score ...
+    CArrayObj bullishScore;
+    CArrayObj bearishScore;
+
+    //
+    // Tools ...
+    void AddScores(
+        double bullScore,
+        double bearScore //
+    ) {
+        //
+        // bullishScore
+    }
+
+    //
+    // Protected ...
+protected:
+    //
+    // Private ...
+private:
+};
+
 //
 // Inputs ...
 struct X121SetupCycleInputs

Documents/NN/Documents.md

@@ -0,0 +1,69 @@
+# Concepts of a Neural Network (NN)
+
+simulation of human nervous system in its ability to learn and adpt.
+
+## Units
+
+1. Inputs
+2. Weights
+3. Transfer Function + net output
+4. Activation Function
+5. Outputs
+
+### Flow
+
+1. Update and Provide our Inputs;
+2. Transfer Function;
+3. Net OutPut (Inputs and Weights);
+4. Actiation Function;
+5. Calculate Output;
+
+### Learnign
+
+it is a process to Change Weights of inputs based on results ...
+this happens to algorithm improve itself optimization ...
+
+### Net
+
+in this process Inputs and their Weights collecting together.
+
+### Activation Function
+
+Recieved Net Inputs (Weighted Inputs) and then Calculate output based on them.
+
+## Multi Layer NN
+
+1. Input Layer;
+2. Hidden Layer;
+3. Output Layer;
+
+Hidden Layers recieved Data from all other layers at the end, then Populate as a Neuron.
+
+### Input Data Normalization
+
+a Process where all the input data normalized.
+reduce data to an accepted ranges.
+i.e. [0,1] or [-1, 1].
+
+this peocess so important for us for making data more acceptable.
+
+this can done by some standard form:
+
+y = x - (x(min) * (d2 -d1)) / x(max - x(min)) + d1
+
+x => value to normalized;
+x(min)/x(max) => x Value range max and min;
+d1,d2 => ranges to upper and lower normalization;
+
+### Activation Functions
+
+a function which calculate the output of a neuron.
+it recieved a Net Input (Weighted functions);
+
+1. Unit Step / Hard Threshold Functions;
+2. Sigmoid Function;
+3. Hyperbolic Tangent Function;
+
+## Unti Step
+
+a Graph by y axix Output and x axix Net Input and values in y between 0, 1 and x is 0 to TETA or threshold.

Experts/x-nn-test.mq5

@@ -0,0 +1,104 @@
+///////////////////////////////////////////////////////
+//
+// SaherElm IT Center XNNTest MQL5 Expert Advisor
+// -------------------------------------------------
+// Name: XNNTest
+// Description: an Exper Advisor which used RSI and MA
+// to Analyse Market ...
+//
+// Maintainer:
+// ------------
+// Hadi Khazaee Asl (hadi_khazaee_asl@yahoo.com)
+//
+//////////////////////////////////////////////////////x
+//
+// Global Properties ...
+#property copyright "Copyright 2023, SaherElm IT Center"
+#property link "https://saherelm.ir"
+#property version "1.00"
+#property description "SaherElm XNNTest"
+#property strict
+
+//
+#include "../Classes/x-saherelm.xczone.class.mq5"
+
+//
+#define ShortName "XNNTest"
+
+//
+// Inputs ...
+
+//
+// Variables ...
+int barsTotal;
+
+//
+// Initialization ...
+int OnInit()
+{
+    //
+    if (!InitialEA())
+    {
+        return INIT_PARAMETERS_INCORRECT;
+    }
+
+    //
+    // Init Succeed ...
+    return INIT_SUCCEEDED;
+}
+
+//
+// DeInitialization ...
+void OnDeinit(const int reason)
+{
+    //
+    // REASON_PROGRAM 0 The EA has stopped working calling the ExpertRemove() function
+    // REASON_REMOVE 1 Program removed from a chart
+    // REASON_RECOMPILE 2 Program recompiled
+    // REASON_CHARTCHANGE 3 A symbol or a chart period is changed
+    // REASON_CHARTCLOSE 4 Chart closed
+    // REASON_PARAMETERS 5 Inputs changed by a user
+    // REASON_ACCOUNT 6 Another account has been activated or reconnection to the trade server has occurred due to changes in the account settings
+    // REASON_TEMPLATE 7 Another chart template applied
+    // REASON_INITFAILED 8 The OnInit() handler returned a non-zero value
+    // REASON_CLOSE 9 Terminal closed
+
+    //
+    // De Initialize XSampleEA Providers ...
+}
+
+//
+// On Tick Handler ...
+void OnTick()
+{
+    //
+    int bars = iBars(
+        _Symbol,
+        _Period //
+    );
+    if (barsTotal == bars)
+    {
+        return;
+    }
+
+    //
+    barsTotal = bars;
+}
+
+//
+//
+
+//
+bool InitialEA()
+{
+    //
+    bool result = false;
+
+    //
+    result = true;
+
+    //
+    return result;
+}
+
+//

Experts/x-saherelm.x121.ea.mq5

@@ -59,7 +59,7 @@ input bool x121EAUseGrid = true;                           // Use Grid Signals
 input double x121EAGridDistance = 50;                      // Grid Distance
 input double x121EAGridVolumeMultiplier = 2;               // Grid Volume Multiplier
 input double x121EAMinRequiredProfitPerTrade = 1;          // Minimum Required Profit for Hedging
-input double x121EAMinRequiredProfitPerVolumeFactor = 0.1; // Minimum Required Profit for Hedging Per Velume
+input double x121EAMinRequiredProfitPerVolumeFactor = 0.1; // Minimum Required Profit for Hedging Per Volume
 input int x121EARestingAfterHedge = 0;                     // Resting Seconds After Hedge
 input int x121EACloseOnSpecificTime = -1;                  // Close All Trades in Specific Time
 input bool x121EACloseOnOpposit = false;                   // Close all Positions on Opposit