Did you catch the @NASARoman launch? ๐
NASAโs newest space telescope is on the way to its home orbit a million miles away, where itโll capture wide-field, infrared views of the universe!
Roman gets the big picture, while Hubble delivers the details. โฌ๏ธ
SEW ResNet concepts were implemented for MQL5 time-series work using a spiking ResNeXt baseline with energy-balanced learning. The design targets bursty market streams by using discrete spikes, adaptive thresholds, and gating to reduce sensitivity to noise while staying responsive under volatility.
Core modules include Spike ResNeXt Bottleneck and Spike ResNeXt Residual blocks, assembled via programmatic layer creation with convolution, normalization, spiking activation, and grouped convolutions. A zero-input check skips compute during low-activity intervals.
To capture cross-feature dependencies, a second Bottleneck operates on a transposed tensor per time step, while residual usage is limited to avoid over-amplification. Multi-stream fusion avoids element-wise multiplication due to blocked gradients; normalized summation plus spiking activation ...
#MQL5 #MT5 #AlgoTrading #AITrading
https://t.co/7VRfdRccpJ