ml-engineering plugin
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 experimental design (that's the data scientist) or for operating a specific inference engine (that's a tool skill such as llama-cpp or vllm).
How to install the ml-engineering plugin
Run both commands inside Claude Code. The first adds the marketplace once; the second installs the plugin.
/plugin marketplace add magnus919/agent-skills
/plugin install ml-engineering@magnus-agent-skillsWhat's inside ml-engineering
1 part read from the plugin's own files.
Skills 1
Claude loads it when the task matches- ml-engineering
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 experimental design (that's the data scientist) or for operating a specific inference engine (that's a tool skill such as llama-cpp or vllm).
Using ml-engineering in Claude Code
Skills need no command. Claude reads them when your request matches what they describe.
Update, turn off or remove
- Update the plugin (shell)
- claude plugin update ml-engineering@magnus-agent-skills
- Refresh the marketplace
- /plugin marketplace update magnus-agent-skills
- Turn it off for now
- /plugin disable ml-engineering@magnus-agent-skills
- Remove it
- /plugin uninstall ml-engineering@magnus-agent-skills
Skills in ml-engineering
- ml-engineeringmagnus919/agent-skills
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 experimental design (that's the data scientist) or for operating a specific inference engine (that's a tool skill such as llama-cpp or vllm).
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ml-engineering plugin questions
How do I install the ml-engineering plugin?
In Claude Code run /plugin marketplace add magnus919/agent-skills, then /plugin install ml-engineering@magnus-agent-skills.
What does the ml-engineering plugin include?
ml-engineering bundles 1 skill.
How do I update or remove the ml-engineering plugin?
Update it with claude plugin update ml-engineering@magnus-agent-skills in your shell, or from the Installed tab of /plugin. Remove it with /plugin uninstall ml-engineering@magnus-agent-skills.