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Add STDP-dopamine synapse tutorial notebook (#787)
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add STDP-dopamine synapse tutorial notebook

Co-authored-by: C.A.P. Linssen <charl@turingbirds.com>
Co-authored-by: Pooja Babu <p.babu@fz-juelich.de>
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3 people authored Aug 24, 2022
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1,961 changes: 1,961 additions & 0 deletions doc/tutorials/stdp_dopa_synapse/stdp_dopa_synapse.ipynb

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4 changes: 4 additions & 0 deletions doc/tutorials/tutorials_list.rst
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Expand Up @@ -24,3 +24,7 @@ Creating synapse models
* :doc:`Triplet STDP synapse </tutorials/triplet_stdp_synapse/triplet_stdp_synapse>`

A triplet STDP rule is sensitive to third-order correlations of pre- and postsynaptic spike times, and accounts better for experimentally seen dependence on timing and frequency.

* :doc:`Dopamine-modulated STDP synapse </tutorials/stdp_dopa_synapse/stdp_dopa_synapse>`

Adding dopamine modulation to the weight update rule of an STDP synapse allows it to be used in reinforcement learning tasks. This allows a network to learn which of the many cues and actions preceding a reward should be credited for the reward.

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