Published article "Neural networks made easy (Part 80): Graph Transformer Generative Adversarial Model (GTGAN)".
In this article, I will get acquainted with the GTGAN algorithm, which was introduced in January 2024 to solve complex problems of generation architectural layouts with graph constraints.
The most downloaded free products:
New publications in CodeBase
- Find Swing Highs Swing Lows The Swing High/Low Identifier for MetaTrader 5 marks significant swing highs and swing lows directly on your chart with color-coded arrows. This tool helps traders quickly identify key price levels, which can serve as resistance and support, and is ideal for trend reversal analysis, support and resistance mapping, and enhancing price action strategies. By highlighting these crucial swing points, it provides valuable insights for making informed trading decisions and optimizing trading strategies.
- Decision Colored Candles - MT5 higher confidence to get into trade
The most popular forum topics:
- Machine learning in trading: theory, models, practice and algo-trading 34 new comments
- Gallery of UIs written in MQL 21 new comments
- Error 4022 mql5 8 new comments
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Published article "Reimagining Classic Strategies (Part II): Bollinger Bands Breakouts".
This article explores a trading strategy that integrates Linear Discriminant Analysis (LDA) with Bollinger Bands, leveraging categorical zone predictions for strategic market entry signals.
Published article "Hybridization of population algorithms. Sequential and parallel structures".
Here we will dive into the world of hybridization of optimization algorithms by looking at three key types: strategy mixing, sequential and parallel hybridization. We will conduct a series of experiments combining and testing relevant optimization algorithms.
Published article "Combine Fundamental And Technical Analysis Strategies in MQL5 For Beginners".
In this article, we will discuss how to integrate trend following and fundamental principles seamlessly into one Expert Advisors to build a strategy that is more robust. This article will demonstrate how easy it is for anyone to get up and running building customized trading algorithms using MQL5.
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Most read articles this week
How to purchase a trading robot from the MetaTrader Market and to install it?
A product from the MetaTrader Market can be purchased on the MQL5.com website or straight from the MetaTrader 4 and MetaTrader 5 trading platforms. Choose a desired product that suits your trading style, pay for it using your preferred payment method, and activate the product.
In this article, we demonstrate an easy way to install MetaTrader 5 on popular Linux versions — Ubuntu and Debian. These systems are widely used on server hardware as well as on traders’ personal computers.
How to Test a Trading Robot Before Buying
Buying a trading robot on MQL5 Market has a distinct benefit over all other similar options - an automated system offered can be thoroughly tested directly in the MetaTrader 5 terminal. Before buying, an Expert Advisor can and should be carefully run in all unfavorable modes in the built-in Strategy Tester to get a complete grasp of the system.
Most downloaded source codes this week
- Raymond Cloudy Day For EA Raymond Cloudy Day For EA, a revolutionary trading tool created by Raymond and expertly developed for the MT5 platform. This innovative indicator integrates a cutting-edge calculation method with advanced algorithms, surpassing traditional Pivot Points to enhance trading strategies with unparalleled precision.
- Risk reward box This Indicator creates automatically a Risk/Reward Box on you all opened chart base on High, Low price with the old candles. You can use it easily to drag and change size and price to your desire wanted.
- SL-TP Values Indicator displays the value of defined stop loss and or take profit in the deposit currency. Note: It calculates an estimated value based on a simple calculation and does not take into account brokerage commissions.
The most popular forum topics:
- Machine learning in trading: theory, models, practice and algo-trading 50 new comments
- Gallery of UIs written in MQL 35 new comments
- Questions from Beginners MQL5 MT5 MetaTrader 5 12 new comments
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Published article "Data Science and ML (Part 27): Convolutional Neural Networks (CNNs) in MetaTrader 5 Trading Bots — Are They Worth It?".
Convolutional Neural Networks (CNNs) are renowned for their prowess in detecting patterns in images and videos, with applications spanning diverse fields. In this article, we explore the potential of CNNs to identify valuable patterns in financial markets and generate effective trading signals for MetaTrader 5 trading bots. Let us discover how this deep machine learning technique can be leveraged for smarter trading decisions.
Published article "MQL5 Wizard Techniques you should know (Part 28): GANs Revisited with a Primer on Learning Rates".
The Learning Rate, is a step size towards a training target in many machine learning algorithms’ training processes. We examine the impact its many schedules and formats can have on the performance of a Generative Adversarial Network, a type of neural network that we had examined in an earlier article.
Published article "Building A Candlestick Trend Constraint Model (Part 6): All in one integration".
One major challenge is managing multiple chart windows of the same pair running the same program with different features. Let's discuss how to consolidate several integrations into one main program. Additionally, we will share insights on configuring the program to print to a journal and commenting on the successful signal broadcast on the chart interface. Find more information in this article as we progress the article series.
Published article "Population optimization algorithms: Resistance to getting stuck in local extrema (Part II)".
We continue our experiment that aims to examine the behavior of population optimization algorithms in the context of their ability to efficiently escape local minima when population diversity is low and reach global maxima. Research results are provided.
The most downloaded free products:
Bestsellers in the Market:
The most popular forum topics:
- Gallery of UIs written in MQL 39 new comments
- Machine learning in trading: theory, models, practice and algo-trading 32 new comments
- I need to know 13 new comments
Published article "GIT: What is it?".
In this article, I will introduce a very important tool for developers. If you are not familiar with GIT, read this article to get an idea of what it is and how to use it with MQL5.
Published article "Data Science and ML (Part 26): The Ultimate Battle in Time Series Forecasting — LSTM vs GRU Neural Networks".
In the previous article, we discussed a simple RNN which despite its inability to understand long-term dependencies in the data, was able to make a profitable strategy. In this article, we are discussing both the Long-Short Term Memory(LSTM) and the Gated Recurrent Unit(GRU). These two were introduced to overcome the shortcomings of a simple RNN and to outsmart it.
Published article "DoEasy. Service functions (Part 1): Price patterns".
In this article, we will start developing methods for searching for price patterns using timeseries data. A pattern has a certain set of parameters, common to any type of patterns. All data of this kind will be concentrated in the object class of the base abstract pattern. In the current article, we will create an abstract pattern class and a Pin Bar pattern class.
Published article "Introduction to MQL5 (Part 8): Beginner's Guide to Building Expert Advisors (II)".
This article addresses common beginner questions from MQL5 forums and demonstrates practical solutions. Learn to perform essential tasks like buying and selling, obtaining candlestick prices, and managing automated trading aspects such as trade limits, trading periods, and profit/loss thresholds. Get step-by-step guidance to enhance your understanding and implementation of these concepts in MQL5.
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Published article "SP500 Trading Strategy in MQL5 For Beginners".
Discover how to leverage MQL5 to forecast the S&P 500 with precision, blending in classical technical analysis for added stability and combining algorithms with time-tested principles for robust market insights.
Published article "Developing an Expert Advisor (EA) based on the Consolidation Range Breakout strategy in MQL5".
This article outlines the steps to create an Expert Advisor (EA) that capitalizes on price breakouts after consolidation periods. By identifying consolidation ranges and setting breakout levels, traders can automate their trading decisions based on this strategy. The Expert Advisor aims to provide clear entry and exit points while avoiding false breakouts