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Add grid search and plot to SimpleNN and GroupsNN #1137

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AgathaSchmidt opened this issue Oct 16, 2024 · 0 comments
Open
2 of 5 tasks

Add grid search and plot to SimpleNN and GroupsNN #1137

AgathaSchmidt opened this issue Oct 16, 2024 · 0 comments
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@AgathaSchmidt
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class::improvement Cleanup that doesn't affect functionality model::ml machine learning surrogate model model::ode This issue concerns any kind of ODE-based model.

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@AgathaSchmidt
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Motivation / Current Behaviour

Right now, we only provide the data gernation as well as the final neural network based model for the surrogate models for one population in the main branch.

Enhancement description

Now we decided that we want to provide the code for finding the final architecture via a grid search etc. and the code for the visualizations.

  • grid search (layers, units per layer)
  • hyperparameter testing
  • plots

Additional context

No response

Checklist

  • Attached labels, especially loc:: or model:: labels.
  • Linked to project
@AgathaSchmidt AgathaSchmidt added model::ode This issue concerns any kind of ODE-based model. class::improvement Cleanup that doesn't affect functionality model::ml machine learning surrogate model labels Oct 16, 2024
@AgathaSchmidt AgathaSchmidt self-assigned this Oct 16, 2024
@mknaranja mknaranja moved this from Product Backlog to 🏗 Development in MEmilio: Equation-Based-Models Development Nov 28, 2024
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@AgathaSchmidt AgathaSchmidt

Labels
class::improvement Cleanup that doesn't affect functionality model::ml machine learning surrogate model model::ode This issue concerns any kind of ODE-based model.
Projects
MEmilio: Equation-Based-Models Development
Status: 🏗 Development
MEmilio: Surrogate-Modeling with Machine Learning
Status: 📋 Product backlog
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Development

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1137-Add-grid-search-and-plot-to-SimpleNN-and-GroupsNN SciCompMod/memilio
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@AgathaSchmidt