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Implementations of MicroLearning Rules!

Implementing various Bio-Plausible Learning Rules for comparison to BP algorithm.

1. High Precision of Synaptic Change

1.1 Backprop

BP Illustration

2. Somewhere in Between

2.1 Feedback Alignment

  • Random synaptic feedback weights support error backpropagation for deep learning (Lillicrap et al, 2016)

FA Illustration

3. Low Precision of Synaptic Change

3.1 Node Pertubation

Node Pertubation Illustration

3.2 Weight Pertubation

Weight Pertubation Illustration