gcowan.github.io

Collection of code snippets and lecture material

@GreigCowan

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List of python notebooks

Simple Hough transform example [Download notebook]
Simple MCMC example [Download notebook]
Solving ordinary differential equations (ODEs) [Download notebook]
Solving second order ordinary differential equations (ODEs) [Download notebook]
Solving a system of first order ODEs [Download notebook]
Finding roots of functions [Download notebook]
Fast Fourier transforms (TBD) [Download notebook]
Monte Carlo integration [Download notebook]
Toy Monte Carlo for uncertainty estimates [Download notebook]
Log-likelihood minimisation (MINUIT vs scipy optimize) [Download notebook]
Statistics: bootstrapping [Download notebook]
Statistics: jackknife [Download notebook]
scikit-learn regression: neutrino energy reconstruction [Download notebook]
Keras (Theano/TensorFlow) regression: neutrino energy reconstruction [Download notebook]
XGBoost regression: neutrino energy reconstruction [Download notebook]
The DataLab Challenge: EPL [Download notebook]
Computing DeltaGamma_d from LHCb/CMS B0 effective lifetime measurements [Download notebook]
Basics of survival analysis [Download notebook]