Published article "Atmosphere Clouds Model Optimization (ACMO): Practice".

In this article, we will continue diving into the implementation of the ACMO (Atmospheric Cloud Model Optimization) algorithm. In particular, we will discuss two key aspects: the movement of clouds into low-pressure regions and the rain simulation, including the initialization of droplets and their distribution among clouds. We will also look at other methods that play an important role in managing the state of clouds and ensuring their interaction with the environment.
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Published article "Neural Networks in Trading: Exploring the Local Structure of Data".

Effective identification and preservation of the local structure of market data in noisy conditions is a critical task in trading. The use of the Self-Attention mechanism has shown promising results in processing such data; however, the classical approach does not account for the local characteristics of the underlying structure. In this article, I introduce an algorithm capable of incorporating these structural dependencies.
Published article "Data Science and ML (Part 36): Dealing with Biased Financial Markets".

Financial markets are not perfectly balanced. Some markets are bullish, some are bearish, and some exhibit some ranging behaviors indicating uncertainty in either direction, this unbalanced information when used to train machine learning models can be misleading as the markets change frequently. In this article, we are going to discuss several ways to tackle this issue.
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Most downloaded source codes this month
- Supertrend A SuperTrend indicator that plots trend direction using ATR volatility to create dynamic support/resistance levels for MetaTrader 5.
- MeanReversionTrendEA The EA automatically trades based on trend and mean reversion signals with validated parameters.
- MQL5 Programming for Traders – Source Codes from the Book. Part 1 The first chapter of the book introduces the MQL5 language and development environment. One of the new features introduced in the MQL5 language compared to MQL4 (MetaTrader 4 language) is support for object-oriented programming (OOP), which makes it similar to C++.
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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.
New publications in CodeBase
- Volume MA with candle color tracking A moving average of pure tick volume with histogram bars tracking bullish/bearish candle color
- RRS Impulse This EA scalps using the Relative Strength Index (RSI) Indicator, Stochastic Oscillator Indicator, and Bollinger Bands Indicator to identify trend or counter-trend opportunities. As a multi-pair EA, it scans multiple currency pairs for signals. This EA comes with a variety of features, including Trailing, Risk Management, Money Management, Restriction Mode, and more. With the right settings, it has the potential to generate significant profits.
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Published article "MQL5 Wizard Techniques you should know (Part 60): Inference Learning (Wasserstein-VAE) with Moving Average and Stochastic Oscillator Patterns".

We wrap our look into the complementary pairing of the MA & Stochastic oscillator by examining what role inference-learning can play in a post supervised-learning & reinforcement-learning situation. There are clearly a multitude of ways one can choose to go about inference learning in this case, our approach, however, is to use variational auto encoders. We explore this in python before exporting our trained model by ONNX for use in a wizard assembled Expert Advisor in MetaTrader.
Published article "Building a Custom Market Regime Detection System in MQL5 (Part 1): Indicator".

This article details creating an MQL5 Market Regime Detection System using statistical methods like autocorrelation and volatility. It provides code for classes to classify trending, ranging, and volatile conditions and a custom indicator.
Published article "Creating a Trading Administrator Panel in MQL5 (Part X): External resource-based interface".

Today, we are harnessing the capabilities of MQL5 to utilize external resources—such as images in the BMP format—to create a uniquely styled home interface for the Trading Administrator Panel. The strategy demonstrated here is particularly useful when packaging multiple resources, including images, sounds, and more, for streamlined distribution. Join us in this discussion as we explore how these features are implemented to deliver a modern and visually appealing interface for our New_Admin_Panel EA.
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Most downloaded source codes this week
- Indiana Jones Mean Reversion EA This is a simple mean reversion EA
- ICT_conceptsEA by Emil Takes trades based on ICT silverbullet and 2022 model with trailing stops and partials, also keeps entry according to OTE, and risk minimal. It works in a small time window of silver bullet especially NY session, and if no trade found, 2022 model and fibonacci OTE jumps in to get a trade. But entry is so only after confirmation with these models being there, hence trades will be less for minimal drawdown and high winrate. To know more about these strategies, you may visit Inner Circle Trader YouTube channel.
- Supertrend A SuperTrend indicator that plots trend direction using ATR volatility to create dynamic support/resistance levels for MetaTrader 5.
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.

A New Approach to Interpreting Classic and Hidden Divergence
The article considers the classic method for divergence construction and provides an additional divergence interpretation method. A trading strategy was developed based on this new interpretation method. This strategy is also described in the article.
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- Machine learning in trading: theory, models, practice and algo-trading 18 new comments
- EA download error 15 new comments
- Chatgpt can create awesome EA? 11 new comments
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The most downloaded free products:
Bestsellers in the Market:
The most downloaded free products:
The most popular forum topics:
- Can RSI Alone Make You Profit? A Simple Yet Powerful EA [Code + Backtest Included] 24 new comments
- Discussion of article "Payments and payment methods" 15 new comments
- How to solve the problem of repeated open orders ? 15 new comments