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alterlab-pymc

80 / 100 · Low risk

Fine to try.

By AlterLab-IEU/AlterLab-Academic-Skills (GitHub) · research · 87 stars · scanned at commit 3ab6d03

Bayesian modeling and probabilistic programming with PyMC 6 and ArviZ 1.x — hierarchical models, MCMC (NUTS via PyMC, nutpie, NumPyro, or BlackJAX), variational inference, PSIS-LOO model comparison, and prior/posterior predictive checks. Use when fitting Bayesian or hierarchical models, estimating posteriors and credible intervals, diagnosing divergences, R-hat, or ESS, running probabilistic inference, or comparing models with LOO (WAIC was removed from ArviZ 1.x). Part of the AlterLab Academic…

Works with any agent that supports SKILL.md skills.

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What this skill can do

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'alterlab-pymc' ] || [ -L ~/.agents/skills/'alterlab-pymc' ]; then echo 'A skill folder named alterlab-pymc already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/AlterLab-IEU/AlterLab-Academic-Skills' "$d" && git -C "$d" checkout --quiet '3ab6d034385ec4fedc3f6f4099292d4e91f60300' -- 'skills/data-science/alterlab-pymc' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/data-science/alterlab-pymc' ~/.agents/skills/'alterlab-pymc' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'alterlab-pymc' ~/.claude/skills/'alterlab-pymc' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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