Skip to content

A collection of codes to solve pattern formation models with PINNs, as well as model discovery through SINDy and other methods.

License

Notifications You must be signed in to change notification settings

ianbgroves/PatternLearning

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

41 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

PatternLearning

This repository contains WIP notebooks which use several machine learning techniques to tackle problems in developmental biology.

  • Solve mathematical models of pattern formation in the developing embryo using Physics informed neural networks (PINNs).
  • Learn key parameters of mathematical models by applying the inverse PINN method.
  • Using operator search methods, including sparse regression to learn the functional forms of mathematical models that represent biological/mathematical data well.

About

A collection of codes to solve pattern formation models with PINNs, as well as model discovery through SINDy and other methods.

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Contributors 3

  •  
  •  
  •