Free SKILL.md scraped from GitHub. Clone the repo or copy the file directly into your Claude Code skills directory.
npx versuz@latest install a5c-ai-babysitter-library-specializations-domains-science-mathematics-skills-pymc-git clone https://github.com/a5c-ai/babysitter.gitcp babysitter/SKILL.MD ~/.claude/skills/a5c-ai-babysitter-library-specializations-domains-science-mathematics-skills-pymc-/SKILL.md--- name: pymc-probabilistic-programming description: PyMC for flexible Bayesian modeling allowed-tools: - Bash - Read - Write - Edit - Glob - Grep metadata: specialization: mathematics domain: science category: statistical-computing phase: 6 --- # PyMC Probabilistic Programming ## Purpose Provides PyMC capabilities for flexible Bayesian modeling and probabilistic programming in Python. ## Capabilities - Hierarchical model specification - Custom distributions - Gaussian processes - MCMC and variational inference - Model diagnostics - ArviZ integration for visualization ## Usage Guidelines 1. **Model Building**: Use PyMC context managers 2. **Custom Distributions**: Define distributions when needed 3. **Hierarchical Models**: Build proper hierarchical structures 4. **Visualization**: Use ArviZ for diagnostic plots ## Tools/Libraries - PyMC - ArviZ - Theano/PyTensor