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Building Spiking Neural Networks (SNNs) from Scratch

Using this Textbook

Modeling LIF Neurons

Basic Neuron Models
First-Order Approximations of LI Neurons
Implementing Firing in LIF Neurons
Firing Rates and Tuning Curves
Synapses

Encoding Information

Encoding and Decoding Information
Collections of Neurons
Translating Data to Spikes
Representing 2D Images

Scaling Up

Improving Accuracy
Neuron Collections
Weights and Connections

Learning and Adaptation

Adaptive LIF Neurons
Learning through Spike-Timing Dependent Plasticity (STDP)

Research Replication

Research Replication: Unsupervised Learning of Digit Recognition Using STDP (Part 1)
Research Replication: Unsupervised Learning of Digit Recognition Using STDP (Part 2)

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By Steve Oney

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