Published article "MQL5 Wizard Techniques you should know (Part 34): Price-Embedding with an Unconventional RBM".

Restricted Boltzmann Machines are a form of neural network that was developed in the mid 1980s at a time when compute resources were prohibitively expensive. At its onset, it relied on Gibbs Sampling and Contrastive Divergence in order to reduce dimensionality or capture the hidden probabilities/properties over input training data sets. We examine how Backpropagation can perform similarly when the RBM ‘embeds’ prices for a forecasting Multi-Layer-Perceptron.
Published article "Creating an MQL5-Telegram Integrated Expert Advisor (Part 3): Sending Chart Screenshots with Captions from MQL5 to Telegram".

In this article, we create an MQL5 Expert Advisor that encodes chart screenshots as image data and sends them to a Telegram chat via HTTP requests. By integrating photo encoding and transmission, we enhance the existing MQL5-Telegram system with visual trading insights directly within Telegram.
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Published article "Creating a Trading Administrator Panel in MQL5 (Part I): Building a Messaging Interface".

This article discusses the creation of a Messaging Interface for MetaTrader 5, aimed at System Administrators, to facilitate communication with other traders directly within the platform. Recent integrations of social platforms with MQL5 allow for quick signal broadcasting across different channels. Imagine being able to validate sent signals with just a click—either "YES" or "NO." Read on to learn more.
Published article "Developing a multi-currency Expert Advisor (Part 7): Selecting a group based on forward period".

Previously, we evaluated the selection of a group of trading strategy instances, with the aim of improving the results of their joint operation, only on the same time period, in which the optimization of individual instances was carried out. Let's see what happens in the forward period.
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Most downloaded source codes this month
- 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.
Most read articles this month

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.
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- Machine learning in trading: theory, models, practice and algo-trading 40 new comments
- Gallery of UIs written in MQL 24 new comments
- Questions from Beginners MQL5 MT5 MetaTrader 5 11 new comments
Published article "Reimagining Classic Strategies (Part VI): Multiple Time-Frame Analysis".

In this series of articles, we revisit classic strategies to see if we can improve them using AI. In today's article, we will examine the popular strategy of multiple time-frame analysis to judge if the strategy would be enhanced with AI.
Published article "Integrating MQL5 with data processing packages (Part 2): Machine Learning and Predictive Analytics".

In our series on integrating MQL5 with data processing packages, we delve in to the powerful combination of machine learning and predictive analysis. We will explore how to seamlessly connect MQL5 with popular machine learning libraries, to enable sophisticated predictive models for financial markets.
Published article "Non-stationary processes and spurious regression".

The article demonstrates spurious regression occurring when attempting to apply regression analysis to non-stationary processes using Monte Carlo simulation.
Published article "MQL5 Wizard Techniques you should know (Part 33): Gaussian Process Kernels".

Gaussian Process Kernels are the covariance function of the Normal Distribution that could play a role in forecasting. We explore this unique algorithm in a custom signal class of MQL5 to see if it could be put to use as a prime entry and exit signal.
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Published article "Population optimization algorithms: Bird Swarm Algorithm (BSA)".

The article explores the bird swarm-based algorithm (BSA) inspired by the collective flocking interactions of birds in nature. The different search strategies of individuals in BSA, including switching between flight, vigilance and foraging behavior, make this algorithm multifaceted. It uses the principles of bird flocking, communication, adaptability, leading and following to efficiently find optimal solutions.
The most downloaded free products:
Most downloaded source codes this week
- Trend Strength Index The Trend Strength Index indicator measures strength of current trend.
- 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.
- Arbitrage Triangle EURGBP-EURUSD-GBPUSD The EA identifies discrepancies between theoretical and actual currency exchange rates to execute risk-minimized trading opportunities.
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.
Bestsellers in the Market:
Bestsellers in the Market:
The most downloaded free products:
Bestsellers in the Market:
The most popular forum topics:
Published article "Reimagining Classic Strategies (Part V): Multiple Symbol Analysis on USDZAR".

In this series of articles, we revisit classical strategies to see if we can improve the strategy using AI. In today's article, we will examine a popular strategy of multiple symbol analysis using a basket of correlated securities, we will focus on the exotic USDZAR currency pair.
Published article "MQL5 Wizard Techniques you should know (Part 32): Regularization".

Regularization is a form of penalizing the loss function in proportion to the discrete weighting applied throughout the various layers of a neural network. We look at the significance, for some of the various regularization forms, this can have in test runs with a wizard assembled Expert Advisor.
Published article "Pattern Recognition Using Dynamic Time Warping in MQL5".

In this article, we discuss the concept of dynamic time warping as a means of identifying predictive patterns in financial time series. We will look into how it works as well as present its implementation in pure MQL5.