brainpy
module#
Numerical Differential Integration#
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Basic Integrator Class. |
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Make a joint equation from multiple derivation functions. |
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Structural runner for numerical integrators in brainpy. |
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Numerical integration for ODEs. |
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Numerical integration for SDEs. |
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Numerical integration for FDEs. |
Building Dynamical System#
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Base Dynamical System class. |
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Container object which is designed to add other instances of DynamicalSystem. |
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A sequential input-output module. |
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Base class to model network objects, an alias of Container. |
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Base class to model neuronal groups. |
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Base class to model two-end synaptic connections. |
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Base class for synaptic current output. |
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Base class for synaptic short-term plasticity. |
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Base class for synaptic long-term plasticity. |
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Base class to model synaptic connections. |
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Base class to model conductance-based neuron group. |
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Abstract channel class. |
Simulating Dynamical System#
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The runner for |
Training Dynamical System#
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Structural Trainer for Dynamical Systems. |
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The trainer implementing the back-propagation through time (BPTT) algorithm for training dyamical systems. |
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The trainer implementing back propagation algorithm for feedforward neural networks. |
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Online trainer for models with recurrent dynamics. |
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FORCE learning. |
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Offline trainer for models with recurrent dynamics. |
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Trainer of ridge regression, also known as regression with Tikhonov regularization. |
Dynamical System Helpers#
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Transform a single step |