Overfitting in machine learning can take on many different forms. Most commonly, it happens when an AI model learns too much of the noise in the data, and fails to make any useful generalizations. This leads to dismal performance when we assess the model on data it has not seen before. There are many techniques that have been developed to mitigate overfitting, but such methods can often prove challenging to implement, especially when you are just getting started on your journey. However, ...
In this article, we build upon our previous work on the MetaQuotes Language 5 (MQL5) Economic Calendar, where we developed a News dashboard panel for displaying economic events in real time. Now, we will enhance this dashboard by implementing specific filters for currency, importance, and time, allowing traders to focus only on the news events most relevant to their strategies. These filters will provide a targeted view of market-moving events, helping to streamline decision-making and improve ...
Having developed the analytic comment script in the previous episode, I have identified its limitations regarding script properties, which I will outline below. While I acknowledge the considerable impact that the analytical comment script has had within the trading community, I have developed an Expert Advisor (EA) called Analytics Master. This EA offers the same analysis while also providing extra metrics for better trading insights. This new tool offers several advantages, including the ability ...
We revisit a form of neural network we had considered in an earlier article by dwelling on one specific hyperparameter. The learning-rate. The Generative Adversarial Network is a neural network that operates in pairs, where one network is trained traditionally to discern the truth, while another is trained to discern the former’s projections from real occurrences. This duality does imply that the traditionally trained network (the former) is trying to fool the latter and this is true, however ...
In the previous article (Part 1 of the series) we demonstrated how to automate the Profitunity System (Trading Chaos by Will Williams). In this article (Part 2), we demonstrate how to transform the Kumo Breakout Strategy into a fully functional Expert Advisor (EA) in MetaQuotes Language 5 (MQL5). The Kumo Breakout Strategy uses the Ichimoku Kinko Hyo indicator to identify potential market reversals and trend continuations, with price movements relative to the Kumo (cloud)—a dynamic support ...
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