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  1. Data Science and Machine Learning (Part 18): The battle of Mastering Market Complexity, Truncated SVD Versus NMF

    by , 09-20-2024 at 07:06 AM
    According to Wikipedia, Dimensionality Reduction is the transformation of data from a high-dimensional space into a low dimensional space so that the low-dimensional representation retains some meaningful properties of the original data, ideally close to its intrinsic dimension.
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  2. Neural networks are easy (Part 59): Dichotomy of Control (DoC)

    by , 09-15-2024 at 08:51 AM
    The financial markets industry is a complex and multifaceted environment. Every event and action have their roots in economic fundamental processes. The reason for certain events can be found in the news, geopolitical events, various technical aspects and many other factors. Quite often, we observe such dependencies after they happen. While analyzing the market situation, we observe only a small part of these factors. This in general makes financial markets a rather difficult environment
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  3. Cascade Order Trading Strategy Based on EMA Crossovers for MetaTrader 5

    by , 09-11-2024 at 04:12 PM
    In this article, we are demonstrating the Cascade Order Trading Strategy of Forex Trading Expert Advisor (EA) in MetaQuotes Language 5 (MQL5) for MetaTrader 5. In this article of the MQL5 Expert Advisor using moving average crossovers as the basis for trading strategy, this MQL5 article automates trading choices on the MetaTrader 5 platform. This article incorporates essential features for position initialization, adjustment, and monitoring and makes use of the Trade.mqh library for effective
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  4. Neural networks made easy (Part 58): Decision Transformer (DT)

    by , 09-05-2024 at 08:48 AM
    In this series, we have already examined a fairly wide range of different reinforcement learning algorithms. They all use the basic approach:

    1. The agent analyzes the current state of the environment.
    2. Takes the optimal action (within the framework of the learned Policy - behavior strategy).
    3. Moves into a new state of the environment.
    4. Receives a reward from the environment for a complete transition to a new state.

    The sequence is based on the principles of the Markov
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  5. How to create a simple Multi-Currency Expert Advisor using MQL5 (Part 4): Triangular moving average — Indicator Signals

    by , 09-01-2024 at 12:08 PM
    The definition of a Multi-Currency Expert Advisor in this article is one Expert Advisor or trading robot that can trade (open orders, close orders and manage orders for example: Trailing Stop Loss and Trailing Profit) for more than one symbol pair from only one symbol chart, where in this article Expert Advisor will trade for 30 pairs.
    This time we will use only 1 indicator, namely Triangular moving average in multi-timeframes or single timeframe mode.
    In this article, Expert Advisor
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