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Published article "Neural networks made easy (Part 45): Training state exploration skills".
Training useful skills without an explicit reward function is one of the main challenges in hierarchical reinforcement learning. Previously, we already got acquainted with two algorithms for solving this problem. But the question of the completeness of environmental research remains open. This article demonstrates a different approach to skill training, the use of which directly depends on the current state of the system.
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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.
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.
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.
Most downloaded source codes this week
- Donchian Channel Scalping Strategy EA A Donchian Channel Strategy breakout EA Scalper. Best results at H1.
- Breakout Martin Gale Expert Advisor for MT5 This is an mql5 Expert Advisor trading the breakouts and using Martin Gale risk management.
- Trend Predictor New level of trend prediction!
The most popular forum topics:
- Pair trading and multicurrency arbitrage. The showdown. 38 new comments
- Machine learning in trading: theory, models, practice and algo-trading 20 new comments
- Take profits 13 new comments
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3 new signals now available for subscription:
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Published article "Neural networks made easy (Part 44): Learning skills with dynamics in mind".
In the previous article, we introduced the DIAYN method, which offers the algorithm for learning a variety of skills. The acquired skills can be used for various tasks. But such skills can be quite unpredictable, which can make them difficult to use. In this article, we will look at an algorithm for learning predictable skills.
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Published article "Neural networks made easy (Part 43): Mastering skills without the reward function".
The problem of reinforcement learning lies in the need to define a reward function. It can be complex or difficult to formalize. To address this problem, activity-based and environment-based approaches are being explored to learn skills without an explicit reward function.
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Published article "Neural networks made easy (Part 42): Model procrastination, reasons and solutions".
In the context of reinforcement learning, model procrastination can be caused by several reasons. The article considers some of the possible causes of model procrastination and methods for overcoming them.
New publications in CodeBase
- Donchian Channel for beginners by William210 Donchian Channel for traders or young developers by William210
- Keltner Channel code for beginners by William210 Keltner Channel for traders or young developers by William210
Published article "Permuting price bars in MQL5".
In this article we present an algorithm for permuting price bars and detail how permutation tests can be used to recognize instances where strategy performance has been fabricated to deceive potential buyers of Expert Advisors.
Bestsellers in the Market:
The most downloaded free products:
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.
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.
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.
Most downloaded source codes this month
- Using Moving Averages with an EA (Sample Source Code) This time, we're providing a sample that enters based on the Golden Cross and Dead Cross of the moving averages. If you want to see a sample where a long entry is made when the closing price of the candlestick crosses above the moving average, please refer to this article.
- Advisor Based on RSI and Martingale "This advisor uses the RSI indicator to determine optimal entry and exit points in the market. A unique feature of the advisor is its martingale strategy, which allows for position reversal with an increased lot size during market reversals. The advisor offers flexible trading time settings: you can set a working time range and disable trading during specific hours to filter out news events."
- Trade Sessions Indicator This indicator is based on DRAW_FILLING buffers. The input parameters are absent, the TimeTradeServer(), TimeGMT() functions are used.
Published article "Integrate Your Own LLM into EA (Part 2): Example of Environment Deployment".
With the rapid development of artificial intelligence today, language models (LLMs) are an important part of artificial intelligence, so we should think about how to integrate powerful LLMs into our algorithmic trading. For most people, it is difficult to fine-tune these powerful models according to their needs, deploy them locally, and then apply them to algorithmic trading. This series of articles will take a step-by-step approach to achieve this goal.
Published article "Neural networks made easy (Part 41): Hierarchical models".
The article describes hierarchical training models that offer an effective approach to solving complex machine learning problems. Hierarchical models consist of several levels, each of which is responsible for different aspects of the task.