Guía validada por dominio para construir modelos cognitivos bayesianos jerárquicos con Stan/PyMC: especificación previa, estructura del modelo, diagnóstico MCMC y comprobaciones predictivas posteriores
Instala rápidamente el skill de IA bayesian cognitive model builder en tu entorno de desarrollo mediante línea de comandos
Fuente: haoxuanlithuai/awesome_cognitive_and_neuroscience_skills.
This skill encodes expert knowledge for building hierarchical Bayesian cognitive models using probabilistic programming languages (Stan, PyMC). It addresses the modeling decisions that require domain expertise beyond knowing Stan/PyMC syntax: how to choose priors that respect cognitive constraints, when to use hierarchical structure, how to diagnose MCMC pathologies, and how to evaluate model adequacy through post...
A competent programmer without cognitive modeling training would get wrong: which prior families are appropriate for cognitive parameters (e.g., RT must be positive, learning rates bounded in [0,1]), when partial pooling outperforms complete pooling or no pooling, how to detect non-identifiability in cognitive models, and what constitutes adequate MCMC convergence for publishable results.
This skill was generated by AI from academic literature. All parameters, thresholds, and citations require independent verification before use in research. If you find errors, please open an issue.
Campos y comandos estables para citas de IA/búsqueda.
npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill bayesian cognitive model builderBrowse more skills from haoxuanlithuai/awesome_cognitive_and_neuroscience_skills
Guía validada por dominio para construir modelos cognitivos bayesianos jerárquicos con Stan/PyMC: especificación previa, estructura del modelo, diagnóstico MCMC y comprobaciones predictivas posteriores Fuente: haoxuanlithuai/awesome_cognitive_and_neuroscience_skills.
Abre tu terminal o herramienta de línea de comandos (Terminal, iTerm, Windows Terminal, etc.) Copia y ejecuta este comando: npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill bayesian cognitive model builder Una vez instalado, el skill se configurará automáticamente en tu entorno de programación con IA y estará listo para usar en Claude Code, Cursor u OpenClaw
https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills