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AdamMT5

Adam: Neural Network-Based Trading Robot

Adam is a trading robot developed based on my custom neural network, containing everything necessary for efficient operation. I've made a significant effort to optimize the entire system as much as technically possible. Adam now has a fast optimization process, but keep in mind that this is a highly complex system. 

Application Overview

Position Size is determined based on the input “Fixed Lot Size,” which denotes the fixed lot size. I don’t think this needs further explanation. Exit Rules such as Take Profit, Stop Loss, Trailing Stop, and Step are calculated based on the ATR indicator. The values are expressed in coefficients, as five independent ATR indicators are used as multipliers within the system. If you're wondering where Break Even is, don't worry—it's included within the system. By adjusting the Trailing Stop and Step options, you are, setting both Trailing Stop and Break Even simultaneously. The robot also provides standard functionality for placing Buy and Sell orders. Through the drop-down menu “Choose Trade Mode,” you can choose to execute either Buy orders only, Sell orders, or both, which is the default. 

The next option is “Order Type”. By clicking on the drop-down menu, you can select which types of orders the robot will work with. You can choose between Market orders, Limit orders, or Stop orders. Next is “Order Expiration in Bars”. This option applies only if you’ve selected pending orders in “Order Type” (Stop or Limit). It determines when pending orders will expire if they are not activated. Expiration is measured in bars. For example, if you’re using an H1 time frame and set the expiration to 1, this means that the order will expire after 60 minutes if not activated. In the M15 time frame, it expires after 15 minutes. I hope this is clear. Another option is “Max Trades per Day”. When this is set to 0, it means this input is not considered, in other words, it's inactive. This setting allows you to define the maximum number of trades the robot will open within a single day. If you set it to 1, the robot will open only one trade today.

Neural Network Inputs

The Adam Neural Network includes nine input parameters. Let’s go through them one by one.

  • Epoch: This defines the number of epochs required to train the neural network during robot initialization. For instance, if you set this to 1000, the robot will complete the process in 1000 epochs or 11000 ticks.
  • Session: This is a multiplier for the number of epochs. If you set it to 2, the robot will train the neural network for 2000 epochs (2 * 1000).
  • Threshold: This sets the weight for the neural network. Use appropriate weights, as the system compares the total sum of all significant parameters to this threshold. If the sum is less than the threshold, the system won’t operate (e.g., it won’t open market orders).

Enable Database Log Messages! This input allows you to track the process in the “Expert” tab within the MT5 platform. Lastly, it’s worth noting that the robot operates using an SQLite database. The entire process is automated. When the robot is activated, it creates a database. The table name is tied to the symbol nam. If multiple sessions are configured during training, the robot goes through the data and selects the best parameters based on a specific index. The robot trains the neural network only during initialization or self initialization. That’s all for now, and I wish you successful trading!
    Platform and Account Details:
    • Platform type: MT5
    • Account type: Any
    • Currency Pairs trading 
    •  Check section  >> What's New <<
    • If you buy now, you reserve the right to own new upgraded versions of the robot, which will appear at specific time intervals continuously.  

    Note:

    Keep in mind that "Adam" should be tested on a demo account, before any use.

    Support:

    • Send me a DM: Link 
    My Link:

    Installation Guide

    Testing

    WARNING: I sell all my products only via MQL5 website. If you see it somewhere else, be aware of scam.

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    Version 1.25 2024.10.29
    implementation of a system for checking the training status of the neural network
    Version 1.24 2024.10.27
    store db data in a separate folder
    auto-generated magic number
    plus more fancy things
    Version 1.23 2024.10.24
    change in the print statement for db
    each symbol has a separate db
    Version 1.22 2024.10.24
    Refactoring SQL call
    New Comments on the chart
    database modifications
    Version 1.21 2024.10.10
    new upgrade
    Version 1.20 2024.09.04
    Small changes have been made inside this version, but with a big impact
    Version 1.19 2024.09.02
    small bugfix
    change in print statements
    Version 1.18 2024.09.01
    Decision Maker:
    Added a DecisionMaker class to handle logic based on weighted inputs and a threshold.
    Integrated sum calculation and decision-making, with print functionality for sum, weights, and threshold.
    Allowed both positive and negative weights, with the customizable threshold to adjust decision frequency.
    Logging and Optimization:
    Introduced printLogMessages and outsideBlockMessagePrinted to control logging frequency.
    Added an AdamOptimizer class for weight updates based on gradients, supporting negative weight adjustments.
    Neural Network:
    Updated the NeuralNetwork3 class for flexibility with negative weights and enhanced training and prediction functions.
    Template Optimization:
    Cleaned the main template by removing unnecessary functions, reducing code lines, and improving performance.

    These updates improve the robot’s decision-making, logging efficiency, and overall speed.
    Version 1.17 2024.09.01
    Update Summary:

    Bug Fixes: Resolved an issue in the data download tools, improving functionality and stability.
    Neural Network Training: A new input parameter now determines the number of repetitions for neural network training, which is set to 5 cycles by default.
    Threshold Input: The input for the threshold has been reintroduced and is now integrated with the DecisionMaker class. This input parameter operates within a range of 0.0 to 1.0.
    Database Handling: A new database management and table creation approach has been implemented. This includes the introduction of a class for sanitizing symbol names to ensure they can be safely used in table names.
    Version Completion: With this version, the primary issues within the robot have been resolved. The next steps will be optimizing parameters to achieve the best possible performance.
    Version 1.16 2024.08.22
    refactoring all w to dynamic calculations
    Version 1.15 2024.05.19
    EA upgrade
    Version 1.14 2024.05.11
    neural network upgrade
    Version 1.13 2024.05.07
    removing unnecessary print functions
    Version 1.12 2024.05.06
    removing visible inputs
    Version 1.11 2024.05.03
    Prefix / Suffix ( #LNG.p / XAUUSD.m)
    Some brokers use prefixes and suffixes for certain symbols. To enable this robot to access the database regardless of whether the symbol in its name contains a prefix or suffix, or both at the same time, an upgrade to our system has been implemented. This change only affects the MT5 version of the robot as it utilizes an SQLite database.
    Version 1.10 2024.03.28
    upgrade DB
    Version 1.9 2024.03.27
    SQLite db
    changes within the database
    Version 1.8 2024.03.13
    print functions fixing
    Version 1.7 2024.03.12
    Cleaning up unused stuff and fixing bugs.
    I sincerely hope that there will be no more bugs.
    Version 1.6 2024.03.11
    Database error fixed
    The error that occurred, specifically the "database error, UNIQUE constraint failed (only during the testing faze), was due to a violation of the uniqueness constraint defined on certain columns in the database table. This constraint ensures that each row in the table is unique based on the specified columns.
    To address this issue, the code was modified.
    Version 1.5 2024.03.01
    The change applies to the database
    We added a new column to the table, the unique ID or magic number.
    Version 1.4 2024.03.01
    Each symbol has its own separate table within the SQLite database
    Finally, I hope I solved the invalid pointer problem
    Version 1.3 2024.02.26
    invalid pointer bug fix
    Version 1.2 2024.02.05
    compatibility with the MT4 version
    Version 1.1 2024.02.02
    creating DB in the opt process