Guida convalidata dal dominio per la creazione di modelli cognitivi bayesiani gerarchici con Stan/PyMC: specifica preventiva, struttura del modello, diagnostica MCMC e controlli predittivi posteriori
Installa rapidamente la skill AI bayesian cognitive model builder nel tuo ambiente di sviluppo tramite riga di comando
Fonte: 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.
Campi e comandi stabili per citazioni AI/ricerca.
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
Guida convalidata dal dominio per la creazione di modelli cognitivi bayesiani gerarchici con Stan/PyMC: specifica preventiva, struttura del modello, diagnostica MCMC e controlli predittivi posteriori Fonte: haoxuanlithuai/awesome_cognitive_and_neuroscience_skills.
Apri il tuo terminale o strumento da riga di comando (Terminal, iTerm, Windows Terminal, ecc.) Copia ed esegui questo comando: npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill bayesian cognitive model builder Dopo l'installazione, la skill verrà configurata automaticamente nel tuo ambiente AI di coding e sarà pronta all'uso in Claude Code, Cursor o OpenClaw
https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills