A visualization of a sparse Mixture-of-Experts routing architecture with multiple expert paths and a gating network.

Build a Sparse MoE Router from Scratch in NumPy

A hands-on guide to implementing a sparse MoE router from scratch in NumPy, covering noisy top-k gating, capacity-factor batching, and auxiliary load-balancing loss — a CV-worthy side project for ML systems engineers.

September 11, 2026 · 14 min · 2810 words · martinuke0
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