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ESS Data Management and Software Centre Summer School

Welcome

Python

Introduction to JupyterLab
Python basics
Using external libraries

Proposals, DMPs and FAIR

The ESS Viewpoint

McStas

Simulation
Powder diffraction exercise
QENS exercise
SANS exercise

Reduction with scipp

Introduction to Scipp
Coordinate transformations
Powder diffraction data reduction
QENS data reduction
SANS data reduction

Analysis with EasyScience

Model-dependent analysis
Thinking about data probabilistically
The EasyScience framework
Fitting data with easyscience
Uniform priors in easyscience
Fitting Powder diffraction data
Fitting QENS data
Fitting SANS data
Markov chain Monte Carlo
Bayesian Model Selection
Bayesian analysis of powder diffraction data
Bayesian analysis of QENS data
Bayesian analysis of SANS data

Scicat

Dataset
Data Curation
FAIR Data
Data and Metadata
Data Catalog
SciCat
Python Libraries
Example
Data Curation Exercise

Appendices

Glossary
DMSC School Lecture Materials

Repository
Open issue

.md

Bayesian analysis of powder diffraction data

Bayesian analysis of powder diffraction data#

Task

TODO

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Bayesian Model Selection

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Bayesian analysis of QENS data

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