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implementing-mlops

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By ancoleman/ai-design-components (GitHub) · design · 530 stars · scanned at commit 76551b7

Strategic guidance for operationalizing machine learning models from experimentation to production. Covers experiment tracking (MLflow, Weights & Biases), model registry and versioning, feature stores (Feast, Tecton), model serving patterns (Seldon, KServe, BentoML), ML pipeline orchestration (Kubeflow, Airflow), and model monitoring (drift detection, observability). Use when designing ML infrastructure, selecting MLOps platforms, implementing continuous training pipelines, or establishing mode…

Works with any agent that supports SKILL.md skills.

What this skill can do

Downloads and installs other software

The author does not mention this.

Found in 18 places.

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Sends data to these websites: api.openai.com

This is disclosed by the author in the skill's SKILL.md or README.

Found in 5 places.

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Runs commands on your computer

The author does not mention this.

Found in 2 places.

Can call paid AI services billed to you

The author does not mention this.

Found in 1 place.

Safer alternatives

Low-risk skills in the same category (design) that look related. Check that one does what you need.

Install

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

if [ -e ~/.agents/skills/'implementing-mlops' ] || [ -L ~/.agents/skills/'implementing-mlops' ]; then echo 'A skill folder named implementing-mlops already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/ancoleman/ai-design-components' "$d" && git -C "$d" checkout --quiet '76551b7b19ebc667764ec75da14990d0aef8b6e5' -- 'skills/implementing-mlops' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/implementing-mlops' ~/.agents/skills/'implementing-mlops' && 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/'implementing-mlops' ~/.claude/skills/'implementing-mlops' (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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Score history

DateVersionScore
2026-11-0876551b7100
2026-11-0776551b767