[R-sig-eco] ONLINE COURSE – Bayesian Data Analysis (BADA02)

[Oliver Hooker]

*ONLINE COURSE – Bayesian Data Analysis (BADA02) *

https://www.prstatistics.com/course/bayesian-data-analysis-bada02/

18th - 20th October 2022

Please feel free to share!

COURSE DETAILS

Bayesian methods are now increasingly widely used in data analysis across
most scientific research fields. Given that Bayesian methods differ
conceptually and theoretically from their classical statistical
counterparts that are traditionally taught in statistics courses, many
researchers do not have opportunities to learn the fundamentals of Bayesian
methods, which makes using Bayesian data analysis in practice more
challenging. The aim of this course is to provide a solid introduction to
Bayesian methods, both theoretically and practically. We will begin by
teaching the fundamental concepts of Bayesian inference and Bayesian
modelling, including how Bayesian methods differ from their classical
statistics counterparts, and show how to do Bayesian data analysis in
practice in R. We then provide a solid introduction to Bayesian approaches
to these topics using R and the brms package. We begin by covering Bayesian
approaches to linear regression. We will then proceed to Bayesian
approaches to generalized linear models, including binary logistic
regression, ordinal logistic regression, Poisson regression, zero-inflated
models, etc. Finally, we will cover Bayesian approaches to multilevel and
mixed effects models. Throughout this course, we will be using, via the
brms package, Stan based Markov Chain Monte Carlo (MCMC) methods.

Email oliverhooker using prstatistics.com

Up-coming and pre recorded courses

Introduction To Multivariate Analysis In Ecology And Evolutionary
Biology (IMAE01)https://www.prstatistics.com/course/online-course-introduction-to-multivariate-analysis-in-ecology-and-evolutionary-biology-imae01/

Multivariate Analysis Of Ecological Communities Using R With The VEGAN
package (VGNR04)https://www.prstatistics.com/course/multivariate-analysis-of-ecological-communities-using-r-with-the-vegan-package-vgnr04/

Bioacoustics For Ecologists: Hardware, Survey design And Data analysis
(BIAC03)https://www.prstatistics.com/course/bioacoustics-for-ecologists-hardware-survey-design-and-data-analysis-biac03/

Species Distribution Modelling With Bayesian Statistics Using R
(SDMB04)https://www.prstatistics.com/course/online-course-species-distribution-modelling-with-bayesian-statistics-in-r-sdmb04/

Introduction to Aquatic Acoustic Telemetry
(IAAT02)https://www.prstatistics.com/course/online-course-introduction-to-aquatic-acoustic-telemetry-iaat02/

Time Series Data Analysis
(TSDA02)https://www.prstatistics.com/course/online-course-time-series-data-analysis-tsda02/

Introduction to generalised linear models using R and Rstudio
(IGLM05)https://www.prstatistics.com/course/introduction-to-generalised-linear-models-using-r-and-rstudio-iglm05/

Bayesian Data Analysis (BADA02)
https://www.prstatistics.com/course/bayesian-data-analysis-bada02/

Nonlinear Regression using Generalized Additive Models
(GAMR02)https://www.prstatistics.com/course/nonlinear-regression-using-generalized-additive-models-gamr02/

Ecological niche modelling using R
(ENMR04)https://www.prstatistics.com/course/ecological-niche-modelling-using-r-enmr04/

Stable Isotope Mixing Models using SIBER, SIAR, MixSIAR
(SIMM09)https://www.prstatistics.com/course/stable-isotope-mixing-models-using-r-simm09/





Remember* we have over 30 courses archived and available on demand on our
recorded courses page https://www.prstatistics.com/recorded-courses/



Moving our courses online due to the COVID pandemic has allowed us to
archive all our previous courses and offer them in a recorded format.

*This is ideal for;*
People with busy schedules who can’t take long periods off work to attend
workshops.
Allows attendees to work at their own pace with email support.
Suitable for people from all timezones.
The recordings are taken from our Live Online Courses which ensures all
materials and software packages are constantly up-to-date.



‘General’ Courses



FREE 1 DAY INTRO TO R AND R STUDIO (FIRR01R)

https://www.prstatistics.com/course/free-1-day-intro-to-r-and-r-studio-firr01r/



Introduction To Statistics Using R And Rstudio (IRRS03R)

https://www.prstatistics.com/course/introduction-to-statistics-using-r-and-rstudio-irrs03r/



Introduction To Generalised Linear Models Using R And Rstudio (IGLM04R)

https://www.prstatistics.com/course/introduction-to-generalised-linear-models-using-r-and-rstudio-iglm04r/



Introduction To Mixed Models Using R And Rstudio (IMMR05R)

https://www.prstatistics.com/course/introduction-to-mixed-models-using-r-and-rstudio-immr05r/



Nonlinear Regression Using Generalized Additive Models (GAMR01R)

https://www.prstatistics.com/course/nonlinear-regression-using-generalized-additive-models-gamr01r/



Hidden Markov and State Space Models Using R (HMSS01R)

Coming soon



Introduction To Machine Learning And Deep Learning Using R (IMDL02R)

https://www.prstatistics.com/course/introduction-to-machine-learning-and-deep-learning-using-r-imdl02r/

Model Selection And Model Simplification (MSMS02R)

https://www.prstatistics.com/course/model-selection-and-model-simplification-msms02r/

Reproducible Data Science Using RMarkdown, Git, R Packages, Docker, Make &
Drake And Other Tools (RDRP01R)

https://www.prstatistics.com/course/reproducible-data-science-using-rmarkdown-git-r-packages-docker-make-drake-and-other-tools-rdrp01r/

Data Wrangling Using R And Rstudio (DWRS02R)

https://www.prstatistics.com/course/data-wrangling-using-r-and-rstudio-dwrs02r/

Data visualization using GG plot 2 (R and Rstudio) (DVGG02R)

https://www.prstatistics.com/course/data-visualization-using-gg-plot-2-r-and-rstudio-dvgg02r/



Introduction To Data Wrangling And Data Visualization Using R (DWDV01R)

https://www.prstatistics.com/course/introduction-to-data-wrangling-and-data-visualization-using-r-dwdv01r/



Bayesian



Fundamentals of Bayesian Data Analysis using R (FBDA01R)

https://www.prstatistics.com/course/introduction-fundamentals-of-bayesian-data-analysis-statistics-using-r-fbda01r/



Bayesian Approaches To Regression And Mixed Effects Models Using R And brms
(BARM01R)

https://www.prstatistics.com/course/bayesian-approaches-to-regression-and-mixed-effects-models-using-r-and-brms-barm01r/



Bayesian Hierarchical Modelling Using R (IBHM05R)

https://www.prstatistics.com/course/bayesian-hierarchical-modelling-using-r-ibhm05r/



Bayesian Data Analysis (BADA01R)

https://www.prstatistics.com/course/bayesian-data-analysis-bada01r/



Introduction To Stan For Bayesian Data Analysis (ISBD01R)

https://www.prstatistics.com/course/introduction-to-stan-for-bayesian-data-analysis-isbd01r/





Spatial / Spatial Ecology



Introduction To Spatial Analysis Of Ecological Data Using R (ISPE04R)

https://www.prstatistics.com/course/introduction-to-spatial-analysis-of-ecological-data-using-r-ispe04r/



Making Beautiful And Effective Maps In R (MAPR03R)

https://www.prstatistics.com/course/making-beautiful-and-effective-maps-in-r-mapr03r/



Adapting to the recent changes in R spatial packages (sf, terra, PROJ
library) (PROJ02R)

https://www.prstatistics.com/course/adapting-to-the-recent-changes-in-r-spatial-packages-sf-terra-proj-library-proj02r/



Species Distribution Modeling using R (SDMR04R)

https://www.prstatistics.com/course/species-distribution-modeling-using-r-sdmr04r/



Ecological niche modelling using R (ENMR03R)

https://www.prstatistics.com/course/ecological-niche-modelling-using-r-enmr03r/



Advanced Ecological Niche Modelling Using R (ANMR01R)

https://www.prstatistics.com/course/advanced-ecological-niche-modelling-using-r-anmr01r/


Model-Based Multivariate Analysis Of Abundance Data Using R (MBMV03R)

https://www.prstatistics.com/course/model-based-multivariate-analysis-of-abundance-data-using-r-mbmv03r/


Movement Ecology (MOVE04R)

https://www.prstatistics.com/course/movement-ecology-move04r/





Molecular Ecology



Introduction To Eco-Phylogenetics And Comparative Analyses Using R (ECPH01R)

https://www.prstatistics.com/course/introduction-to-eco-phylogenetics-and-comparative-analyses-using-r-ecph01r/



Fundamentals Of Population Genetics Using R (FOPG01R)

https://www.prstatistics.com/course/fundamentals-of-population-genetics-using-r-fopg01r/





Miscellaneous Ecology



Stable Isotope Mixing Models Using SIBER, SIAR, MixSIAR (SIMM08R)

https://www.prstatistics.com/course/stable-isotope-mixing-models-using-siber-siar-mixsiar-simm08r/



Bioacoustics For Ecologists: Hardware, Survey Design and Data Analysis
(BIAC02R)

https://www.prstatistics.com/course/bioacoustics-for-ecologists-hardware-survey-design-and-data-analysis-biac02r/



Python



Introduction to Python and Programming in Python (PYIN03R)

https://www.prstatistics.com/course/introduction-to-python-and-programming-in-python-pyin03r/



Introduction To Scientific, Numerical And Data Analysis Programming In
Python (PYSC02R)

https://www.prstatistics.com/course/introduction-to-scientific-numerical-and-data-analysis-programming-in-python-pysc02r/



Machine Learning and Deep Learning Using Python (PYML02R)

https://www.prstatistics.com/course/machine-learning-and-deep-learning-using-python-pyml02r/



Python For Data Science, Machine Learning And Scientific Computing (PDMS02R)

https://www.prstatistics.com/course/python-for-data-science-machine-learning-and-scientific-computing-pdms02r/

-- 

Oliver Hooker PhD.
PR statistics

	[[alternative HTML version deleted]]