Spiking Neural Networks for Neuromorphic Systems

Overview

Ever wondered how computers could think like brains? This guide explores Spiking Neural Networks (SNNs)—energy-efficient, event-driven systems that process information using discrete pulses of electricity, mimicking biological intelligence for next-gen hardware. MODULE 1 — Why SNNs Exist MODULE 2 — What a Spike Is MODULE 3 — The Only Neuron You Need: LIF MODULE 4 — Encoding MODULE 5 — Minimal SNN Architecture MODULE 6 — Learning in SNNs MODULE 7 — Training vs. Inference MODULE 8 — Practical SNN Thinking