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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. The latest update to version 1.21 is, hopefully, the final one for this application. I've made a significant effort to optimize the entire system as much as technically possible. Adam now has a slightly faster optimization process, but keep in mind that this is a highly complex system, so optimization on a large time frame can still be resource-intensive. Ultimately, it depends on your hardware. If you're using a regular personal computer, the optimization process will be demanding, but the same task becomes much easier with a dedicated workstation.

As I mentioned earlier, there’s no need to go too far back in history. You can train the neural network through the optimization process, but not for more than a year and a half from the current date. For the starting date, we can set June of last year, the current day as the end date, and for the forward/custom period, we can choose February or March of this year. While some might think this is a small dataset, believe me, for neural network-based robots, this is a large dataset. I've just provided a maximum range here—you can opt for a smaller time frame during the forward optimization process, covering just a few months back if needed.

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 two 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.

Magic Number: This is an arbitrary number that can be any integer. If you’re using the robot on only one chart and with no other robots, you can leave the default value, like “5003”. However, if you’re using the robot on multiple charts, time frames, or in combination with other robots on different currency pairs, this number must be unique. The magic number is essential as it serves as a unique identifier for the robot's operation. Comment: This input allows you to write any note you think will be useful later. It’s an optional field.Exit on Friday determines the time (hour and minute) when all open trades should be closed on Friday. For example, if you set 20:00, the robot will close all positions at 8 PM on Friday, regardless of whether they are in profit or loss.

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).
  • Global Factor: This is a negative value with a specific purpose within the system. The recommended range is between -1.0 and -10, with -2.5 being a standard and widely used value.

The robot uses three main indicators to train the neural network and store data in a database for decision-making: Bollinger Bands, TEMA, and ADX. Index! You don’t need to modify this input, as it’s already set to an optimal value of 3. It represents the time index. 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 on the chart, it creates a database for storing training data. The table name is tied to the symbol and magic number, and all necessary columns are generated within the table to store data from the neural network training process, which the robot uses later for decision-making. 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. During backtesting or optimization in the Strategy Tester, the robot also creates a database, as it won’t function without it. The path to the database is: C:\Your name\Your name\AppData\Roaming\MetaQuotes\Terminal\Your Terminal Name\MQL5\Files.Access to the database created during testing or optimization can be found in the “Common Data Folder”. Soon, files like “trained_data_set_EURUSD.set” will be published in the comments section. The current price is low because the training process is not yet complete. Once the trained data is published, the price will increase significantly. 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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    Versión 1.21 2024.10.10
    new upgrade
    Versión 1.20 2024.09.04
    Small changes have been made inside this version, but with a big impact
    Versión 1.19 2024.09.02
    small bugfix
    change in print statements
    Versión 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.
    Versión 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.
    Versión 1.16 2024.08.22
    refactoring all w to dynamic calculations
    Versión 1.15 2024.05.19
    EA upgrade
    Versión 1.14 2024.05.11
    neural network upgrade
    Versión 1.13 2024.05.07
    removing unnecessary print functions
    Versión 1.12 2024.05.06
    removing visible inputs
    Versión 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.
    Versión 1.10 2024.03.28
    upgrade DB
    Versión 1.9 2024.03.27
    SQLite db
    changes within the database
    Versión 1.8 2024.03.13
    print functions fixing
    Versión 1.7 2024.03.12
    Cleaning up unused stuff and fixing bugs.
    I sincerely hope that there will be no more bugs.
    Versión 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.
    Versión 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.
    Versión 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
    Versión 1.3 2024.02.26
    invalid pointer bug fix
    Versión 1.2 2024.02.05
    compatibility with the MT4 version
    Versión 1.1 2024.02.02
    creating DB in the opt process