linear_regression_template

This template provides a complete workflow for Bayesian linear regression, including data preparation, model building, diagnostics, and predictions.

Skills
Scientific
4

What it does and how to use it

A skill that teaches Claude Code to do scientific tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
In Claude Code, describe what you need - the skill turns on by itself when the context fits.
No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/linear-regression-template && curl -fsSL https://doutorai.pt/data/lib/skills__linear-regression-template.md -o .claude/skills/linear-regression-template/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

"""
PyMC Linear Regression Template

This template provides a complete workflow for Bayesian linear regression,
including data preparation, model building, diagnostics, and predictions.

Customize the sections marked with # TODO
"""

import pymc as pm
import arviz as az
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt

# =============================================================================
# 1. DATA PREPARATION
# =============================================================================

# TODO: Load your data
# Example:
# df = pd.read_csv('data.csv')
# X = df[

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