ml-engineering SKILL.md skillA
ml-engineering from magnus919/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add magnus919/agent-skills/ml-engineering@git:20261103.ab84034Pins git:20261103.ab84034 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- magnus919/agent-skills
- Path
ml-engineering/SKILL.md- Versions recorded
- 10
- Latest version
- git:20261103.ab84034, committed Nov 3, 2026
- First version recorded
- Jul 21, 2026
- Size
- 10,246 bytes
- Repository stars
- 166
- License
- MIT
Plan and execute production ML engineering work — classifier versus generative model selection, zero-shot baselines, coding specialization, model training and fine-tuning (LoRA/QLoRA), evaluation and eval-set design, quantization decisions, inference deployment, lineage, feature parity, drift response, and regression triage, experimental weight inspection and targeted editing, grounded in practical engineering patterns for production ML systems. Do not use for statistical modeling and…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# ML Engineering Methodology Machine learning engineering is the bridge between model research and production systems. This methodology covers the engineering disciplines needed to train, evaluate, deploy, and maintain ML models reliably. ## The ML Engineer's Domain | You own | You don't own | |---------|--------------| | Model training — LoRA/QLoRA fine-tuning, full fine-tuning, distributed training | Statistical modeling and experimental design — that's the data scientist | | Model evaluation — benchmark suites, custom eval sets, regression testing | Causal inference and hypothesis testing — that's the data scientist | | Quantization — GGUF, GPTQ, AWQ, bitsandbytes | Training data collection and labeling — that's the data/ML ops team | | Inference serving — [vLLM](../vllm/SKILL.md), [llama.cpp](../llama-cpp/SKILL.md), TGI, Triton | Business metrics and KPI definition — that's the product manager | | Evaluation harness — lm-eval-harness, custom pipelines | Data pipeline architecture — that's the data engineer | | Model deployment — containerization, versioning, A/B testing | Infrastructure provisioning — that's the platform engineer | ## Reference Files …
Read the whole file at its exact version.
How to install
mdr add magnus919/agent-skills/ml-engineering@sha256:b44a89f4cb3fe594The line at the top of this page pins the label git:20261103.ab84034, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_3ajakyflx4f25dhm)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 10 versions of this file, between Jul 21, 2026 and Nov 3, 2026, about one every 12 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261103.ab84034 latest | 2026-11-03 | ab84034 | 10,246 B | A | view · diff |
| git:20261013.b3b4565 | 2026-10-13 | b3b4565 | 9,919 B | A | view · diff |
| git:20261013.0d4c70e | 2026-10-13 | 0d4c70e | 9,357 B | A | view · diff |
| git:20261013.00d2450 | 2026-10-13 | 00d2450 | 8,667 B | A | view · diff |
| git:20261013.11dbfbf | 2026-10-13 | 11dbfbf | 7,914 B | A | view · diff |
| git:20261013.9335708 | 2026-10-13 | 9335708 | 7,746 B | A | view · diff |
| git:20260914.c407724 | 2026-09-14 | c407724 | 5,916 B | A | view · diff |
| git:20260803.6181f17 | 2026-08-03 | 6181f17 | 5,364 B | A | view · diff |
| git:20260803.92299e1 | 2026-08-03 | 92299e1 | 5,172 B | A | view · diff |
| git:20260721.c7c4d3b | 2026-07-21 | c7c4d3b | 3,357 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (10246 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
magnus919/agent-skills · 166 stars · license MIT · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3ajakyflx4f25dhm GET https://markdownregistry.com/api/v1/resolve?ref=magnus919/agent-skills/ml-engineering GET https://markdownregistry.com/api/v1/blob/b44a89f4cb3fe594a4d264eb042e7c527cbbf4641bcd347b608a15ac755c846a
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from magnus919/agent-skills
Every file in magnus919/agent-skills