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...
Algorithmic trading strategies have greatly revolutionized financial trading by allowing traders to quickly make informed decisions. This has helped to eliminate human error and emotional biases as the automated systems follow predetermined parameters in the fast-paced market environment. Therefore, in automated trading, there is consistency as the system uses the same logic to execute trades every time. It is a common practice to build and implement automated techniques using MetaTrader ...
The HiVT method begins by representing the road scene as a collection of vectorized elements. Based on this scene representation, the model hierarchically aggregates spatiotemporal information. The road scene consists of agents and map information. For structured scene representation, vectorized elements are first extracted, including trajectory segments of road agents and lane segments from map data. more...
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