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An introduction to sensitivity analysis and 4D-Var data assimilation method in epidemic modelling setting

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Epidemic Modelling - SIR workshop

Workshop is comprised of two notebooks:

  1. Introduction to the SIR model, sensitivity analysis (local with TensorFlow and global with SALib)
  2. 4D-Var methodology, epidemic modelling and prediction for New Zealand cases

Required dependencies in requirements.txt

master branch contains filled notebooks with solutions, where class-version branch is prepared with blank fields (tasks) to be completed by students.

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An introduction to sensitivity analysis and 4D-Var data assimilation method in epidemic modelling setting

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