# Foryourhealth111 Pixel Vibe Skills Vibe Skills > Data Preprocessing Pipeline - Skill: `tomevault-io/foryourhealth111-pixel-vibe-skills-vibe-skills` (Agent Skill, multi-file: 2 files) - Install (CLI): `npx skillmds@latest add tomevault-io/foryourhealth111-pixel-vibe-skills-vibe-skills` - Raw SKILL.md: https://api.skillmd.com/api/skills/tomevault-io/foryourhealth111-pixel-vibe-skills-vibe-skills/raw - Safety review: pending (external: skill-scanner PASS, skillspector PASS) - Works with: Claude Code, Claude.ai, OpenAI Codex - Category: DevOps & Infra - Author: tomevault-io (https://skillmd.com/u/tomevault-io) - Updated: 2026-09-17 - Page: https://skillmd.com/skills/tomevault-io/foryourhealth111-pixel-vibe-skills-vibe-skills --- # Data Preprocessing Pipeline ## Positioning Use this skill as the direct owner for ML input-preparation pipelines. It covers preprocessing-heavy tasks where the requested deliverable is a repeatable pipeline for cleaning, encoding, transforming, and validating input data. ## When to Use Use this skill when: - Prepare raw data for machine learning models. - Automate data cleaning and transformation processes. - Implement a robust ETL (Extract, Transform, Load) pipeline. ## Not For / Boundaries - Whole-task ML ownership: use `scikit-learn` or `ml-pipeline-workflow` - Leakage and prediction-time auditing: use `ml-data-leakage-guard` - Grouped scientific preprocessing with stronger methodological constraints: use `scientific-data-preprocessing` ## Typical Outputs - A preprocessing pipeline plan or implementation sketch - Clear sequencing for clean, encode, transform, and validate steps - Notes that identify where leakage review, training, or evaluation should be run next ## Related Skills - `ml-data-leakage-guard` before trusting fitted preprocessing steps - `splitting-datasets` when the next narrow problem is partition strategy --- > Source: [foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) — distributed by [TomeVault](https://tomevault.io).