leamoon/StochasticNet

Implements LeNet-5 architecture using stochastic computing instead of full-precision arithmetic, reducing circuit complexity for a Minecraft redstone CNN that recognizes 15×15 handwritten digits with 80% accuracy. Stochastic encoding trades computation speed (~20 minutes per inference) for dramatically simpler physical layout compared to traditional digital logic. Demonstrates feasibility of probabilistic neural networks in resource-constrained environments, with potential applications to analog and neuromorphic hardware designs.

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