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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)
Repository
Open issue
Index
