In our previous article, on category theory, we uncovered the key concepts of multi-sets, relative sets, and indexed sets and explored their significance in algorithmic trading. Now, in this follow-up, we introduce the concept of monoids. Monoids form an essential foundation in mathematics and computer science, providing a structured approach to modeling operations on sets of elements. more...
Normalization of inputs is an important step in preparing data for training neural networks. This process allows us to bring the inputs to a certain range of values, which helps to improve the stability and speed of training convergence. more...
We will try to cover the most popular points about these previous topics to well understand what we need to deal with as programmers or developers. more...
.. implementation of a simple template that allows you to create a universal robot for multiple charts in MetaTrader 4 and 5. more...
Most forex and crypto traders that look to exploit short term movements are plagued by the lack of fundamental information that could aid their endeavours. This is where standard time series techniques could help . George Box and Gwilym Jenkins developed what is arguably the most revered method of time series prediction. Although a number of advances have come about that improve on the original method, the underlying principles are still relevant today. ...
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