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[WIP] Added SBI tutorial for parameter inference with HNN-core #856

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[WIP] Added SBI tutorial for parameter inference with HNN-core #856

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samadpls
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@samadpls samadpls commented Aug 9, 2024 •
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Created an example demonstrating Simulation-Based Inference (SBI) techniques with HNN-core. The tutorial covers parameter inference from simulated neural activity data using BatchSimulation.
Posterior Distribution Plot
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SBI Performance on unseen Data
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@ntolley
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ntolley commented Aug 12, 2024

Could you post a screenshot of how the results look after running the script?

@samadpls samadpls force-pushed the sbi_hnncore_tutorial branch 5 times, most recently from 1e02e23 to 63ad5f1 Compare August 18, 2024 10:58
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ntolley commented Aug 20, 2024

The updated plots look great @samadpls!

samadpls and others added 5 commits September 10, 2024 06:54
@samadpls
Added SBI parameter inference tutorial
e706477 
Signed-off-by: samadpls <abdulsamadsid1@gmail.com>
@samadpls @ntolley
Refactored SBI Example: updated description and plots
7aace43 
Co-authored-by: Nicholas Tolley <55253912+ntolley@users.noreply.github.com>
Signed-off-by: samadpls <abdulsamadsid1@gmail.com>
@samadpls
Enh: SBI example description
000cf90 
Signed-off-by: samadpls <abdulsamadsid1@gmail.com>
@samadpls @ntolley
removed numspikes description
c3e63aa 
Co-authored-by: Nicholas Tolley <55253912+ntolley@users.noreply.github.com>
@samadpls @ntolley
Enh: example description
ad23c3f 
Co-authored-by: Nicholas Tolley <55253912+ntolley@users.noreply.github.com>
Signed-off-by: samadpls <abdulsamadsid1@gmail.com>
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