implementing-mlops
67 / 100 · Review before installing
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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…
What this skill can do
Downloads and installs other software
Sends data to these websites: api.openai.com
Runs commands on your computer
Can call paid AI services billed to you
Safer alternatives
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.
Badge for your README
[](https://zalavijaysinh.github.io/skilltrust/repos/ancoleman/ai-design-components/)
Score history
| Date | Version | Score |
|---|---|---|
| 2026-11-08 | 76551b7 | 100 |
| 2026-11-07 | 76551b7 | 67 |