Skip to content

QM-Life-Sci/QMLS_2-Bayesian_inference_1

BranchesTags

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

16 Commits
Data
Data
 
 
Images
Images
 
 
Problem_Sets
Problem_Sets
 
 
.gitignore
.gitignore
 
 
1.1-Introduction.html
1.1-Introduction.html
 
 
1.1-Introduction.qmd
1.1-Introduction.qmd
 
 
1.2-Inference_frameworks.html
1.2-Inference_frameworks.html
 
 
1.2-Inference_frameworks.qmd
1.2-Inference_frameworks.qmd
 
 
1.3-Likelihood.html
1.3-Likelihood.html
 
 
1.3-Likelihood.qmd
1.3-Likelihood.qmd
 
 
1.4-Priors_and_posteriors.html
1.4-Priors_and_posteriors.html
 
 
1.4-Priors_and_posteriors.qmd
1.4-Priors_and_posteriors.qmd
 
 
2.1-Bayesian_workflow.html
2.1-Bayesian_workflow.html
 
 
2.1-Bayesian_workflow.qmd
2.1-Bayesian_workflow.qmd
 
 
2.2-Prior_predictive_simulation.html
2.2-Prior_predictive_simulation.html
 
 
2.2-Prior_predictive_simulation.qmd
2.2-Prior_predictive_simulation.qmd
 
 
2.3-Sampling.html
2.3-Sampling.html
 
 
2.3-Sampling.qmd
2.3-Sampling.qmd
 
 
2.4-Diagnostics_and_posteriors.html
2.4-Diagnostics_and_posteriors.html
 
 
2.4-Diagnostics_and_posteriors.qmd
2.4-Diagnostics_and_posteriors.qmd
 
 
3.1-Modular_models.html
3.1-Modular_models.html
 
 
3.1-Modular_models.qmd
3.1-Modular_models.qmd
 
 
3.2-Bivariate_models.html
3.2-Bivariate_models.html
 
 
3.2-Bivariate_models.qmd
3.2-Bivariate_models.qmd
 
 
3.3-Multiple_regression.html
3.3-Multiple_regression.html
 
 
3.3-Multiple_regression.qmd
3.3-Multiple_regression.qmd
 
 
3.4-Drawing_conclusions.html
3.4-Drawing_conclusions.html
 
 
3.4-Drawing_conclusions.qmd
3.4-Drawing_conclusions.qmd
 
 
4.1-Sampling_challenges.html
4.1-Sampling_challenges.html
 
 
4.1-Sampling_challenges.qmd
4.1-Sampling_challenges.qmd
 
 
4.2-Model_improvements.html
4.2-Model_improvements.html
 
 
4.2-Model_improvements.qmd
4.2-Model_improvements.qmd
 
 
4.3-Summarizing.html
4.3-Summarizing.html
 
 
4.3-Summarizing.qmd
4.3-Summarizing.qmd
 
 
4.4-Convenience.html
4.4-Convenience.html
 
 
4.4-Convenience.qmd
4.4-Convenience.qmd
 
 
5.1-Hypothesis_testing.html
5.1-Hypothesis_testing.html
 
 
5.1-Hypothesis_testing.qmd
5.1-Hypothesis_testing.qmd
 
 
5.2-WAIC.html
5.2-WAIC.html
 
 
5.2-WAIC.qmd
5.2-WAIC.qmd
 
 
5.3-PSIS-LOOCV.html
5.3-PSIS-LOOCV.html
 
 
5.3-PSIS-LOOCV.qmd
5.3-PSIS-LOOCV.qmd
 
 
5.4-Model_Averaging.html
5.4-Model_Averaging.html
 
 
5.4-Model_Averaging.qmd
5.4-Model_Averaging.qmd
 
 
Bayes.bib
Bayes.bib
 
 
LICENSE
LICENSE
 
 
MLE.qmd
MLE.qmd
 
 
Notes.md
Notes.md
 
 
QMLS_2-Bayesian_inference_1.Rproj
QMLS_2-Bayesian_inference_1.Rproj
 
 
QMLS_Logo.png
QMLS_Logo.png
 
 
README.md
README.md
 
 
Simulation_Based_Calibration.R
Simulation_Based_Calibration.R
 
 
custom.scss
custom.scss
 
 
evolution.csl
evolution.csl
 
 

Repository files navigation

Bayesian Inference 1

Video playlist on YouTube

Units

  1. Motivations, frameworks for inference, probability
    • Introduction
    • Inference frameworks
    • Likelihood
    • Priors and posteriors
  2. Starting linear models, priors, sampling
    • Bayesian workflow
    • Prior predictive simulation
    • Sampling
    • Diagnostics and posteriors
  3. Modular linear models
    • Modular models
    • Bivariate models
    • Multiple regression
    • Drawing conclusions
  4. Model evaluation, diagnosing sampling problems
    • Sampling challenges
    • Model improvements
    • Summarizing models
    • Convenience packages
  5. Model comparison
    • Hypothesis testing
    • WAIC
    • PSIS-LOOCV
    • Model averaging

About

No description, website, or topics provided.

Resources

Readme

License

MIT license
Activity
Custom properties

Stars

0 stars

Watchers

2 watching

Forks

0 forks
Report repository

Releases

No releases published

Packages

No packages published

Languages