II.
LibrarySkill overview
Reference · livelib-skill:mathematics--stan-bayesian-modeling
stan-bayesian-modeling overview
Stan probabilistic programming for Bayesian inference
Attributes
displayName
stan-bayesian-modeling
description
Stan probabilistic programming for Bayesian inference
libraryPath
library/specializations/domains/science/mathematics/skills/stan-bayesian-modeling/SKILL.md
specialization
mathematics
contentSummary
# Stan Bayesian Modeling
## Purpose
Provides Stan probabilistic programming capabilities for Bayesian inference and statistical modeling.
## Capabilities
- Stan model specification
- MCMC sampling (NUTS, HMC)
- Variational inference
- Prior predictive checks
- Posterior predictive ch
Outgoing edges
lib_applies_to_domain1
- domain:mathematics·DomainMathematics
lib_belongs_to_specialization2
- specialization:computational-mathematics·SpecializationComputational Mathematics
- specialization:mathematics·SpecializationMathematics
lib_implements_workflow1
- workflow:experiment-design·WorkflowExperiment Design
lib_involves_role2
- role:research-scientist·RoleResearch Scientist
- role:data-scientist·RoleData Scientist
lib_requires_skill_area3
- skill-area:statistical-analysis·SkillAreaStatistical Analysis
- skill-area:mathematical-reasoning·SkillAreaMathematical Reasoning
- skill-area:data-analysis·SkillAreaData Analysis
Incoming edges
None.