examples.md

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default	theme-blue	Example models	Nengo Examples

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# Featured examples

Deep learning

• Coming from TensorFlow to NengoDL
• Coming from Nengo to NengoDL
• Classifying MNIST digits with a spiking neural network
• State of the art psMNIST results using Legendre Memory Units (LMUs)
• Other NengoDL examples

Neuromorphic hardware

• Keyword spotting with NengoLoihi
• Nonlinear adaptive control with NengoLoihi
• CIFAR-10 classification convolutional network with NengoLoihi
• Other NengoLoihi examples
• Lorenz chaotic attractor with NengoFPGA
• MNIST classifier with NengoFPGA
• Adaptive pendulum control with NengoFPGA
• Reinforcement learning agent with NengFPGA
• Other NengoFPGA examples

Online learning

• Supervised learning with the PES learning rule
• Supervised FORCE learning with the RLS learning rule
• Unsupervised association learning with the Voja learning rule
• Unsupervised synaptic plasticity rules

Neural Engineering Framework

• Summary of the NEF principles
• Nengo core examples
• Spiking MNIST with Gabor encoders
• Computing functions across a rolling window of time (LMU)

Cognitive modelling with SPA

• Spaun
• Simple question answering with the Semantic Pointer Architecture
• NengoSPA examples

Extra examples

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              <h3 class="m-0 py-2">GUI tutorials</h3>
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              <p>Guided tutorials showing the basics of how to build models and visualize them are built into NengoGUI.</p>
              <p>Access them through the <em>built-in examples</em> at the top-left.</p>
              <a class="btn btn-primary btn-block" href="https://github.com/nengo/nengo-gui">Install NengoGUI</a>
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              <h3 class="m-0 py-2">Community examples</h3>
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              <p>Explore examples and tutorials shared on the Nengo community forums and, when you're ready, share your own!</p>
              <a class="btn btn-primary btn-block" href="https://forum.nengo.ai/c/examples-tutorials/8">Visit the forum</a>
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