In the preceding article of this series, we delved into the process of sending chart snapshots with captions from MetaTrader 5 to Telegram. Our approach, while effective, was rather straightforward and somewhat inflexible. We chained together the components necessary to capture a screenshot, convert or encode it into a message-friendly form, and send it along to Telegram. Although this setup worked, it resulted in a fair bit of code that was repetitive and not all that manageable. So, what ...
The analysis of multi-agent behavior plays a crucial role in various domains, including finance, autonomous driving, and surveillance systems. Understanding agent actions requires solving several key tasks: object tracking, identification, trajectory modeling, and action recognition. Among these, trajectory modeling is particularly significant in the process of analyzing agent movements. Despite the complexities associated with environmental dynamics and subtle agent interactions, significant ...
The unpredictability of financial market behavior can probably be compared to the volatility of the weather. However, humanity has done quite a lot in the field of weather forecasting. So, we can now quite trust the weather forecasts provided by meteorologists. Can we use their developments to forecast the "weather" in financial markets? In this article, we will get acquainted with the complex algorithm of the "Conformer" Spatio-Temporal Continuous Attention Transformer, which was developed ...
In the previous article Neural Network in Practice: Pseudoinverse (II), I discussed the importance of dedicated computational systems and the reasons behind their development. In this new article related to neural networks, we will delve deeper into the subject. Creating material for this stage is no simple task. Despite appearing straightforward, explaining something that often causes significant confusion can be quite challenging. What will we cover at this stage? In this ...
Since the introduction of Matrices and Vectors MQL5 language has become more versatile and flexible when it comes to data storage and computations, these arrays which are in the form of objects which are accompanied by many built-in mathematical functions that once required manual implementations. more...