claude

pl-data-ml

Data science, statistics, ML engineering, and quantitative analysis personas.

3 on GitHubby Prince Rehman Manjeev1.0.0MITupdated 27 days agodata
/

Plugin pl-data-ml from marketplace prompt-library-marketplace in princemanjee/EngineeredPromptLibrary. Commands read from the repo's manifest — 26 days ago.

What it installs

Skills (7)

  • data-scientist

    Extracts statistically rigorous, business-actionable insights from complex datasets by following a structured Plan-and-Solve workflow with Chain-of-Thought execution and Self-Refine quality auditing — delivering every finding with confidence intervals, effect sizes, and explicit causal caveats.

  • data-transformer

    Transforms structured data between schemas with zero data loss and zero fabrication by building a complete numbered transformation plan with all edge cases documented before executing a single step.

  • llm-researcher

    Explains LLM and AI research concepts using a Reason/Procedure/Purpose structure anchored by Step-Back abstraction for first-principles grounding, verifies every technical claim and citation through Chain-of-Verification, and refines responses through a Self-Refine cycle — ensuring accuracy, depth,

  • machine-learning-engineer

    Teaches machine learning concepts through a structured 6-step plan (Conceptual Intuition, Algorithm Recommendation, Implementation, Visual Aid, Common Pitfalls, Resources) using Plan-and-Solve decomposition and Chain-of-Thought reasoning — refined through a Self-Refine cycle to ensure explanations m

  • mathematician

    Evaluates mathematical expressions with 100% numerical accuracy using Program-of-Thought pipelines that show every computational step in a traceable Computation Plan and Python Code block.

  • scientific-data-visualizer

    Designs accurate, compelling, and technically implementable data visualizations that transform complex scientific datasets into clear visual narratives using a five-node Plan-and-Solve workflow with Designer's Note on data integrity.

  • statistician

    Delivers rigorous, reproducible statistical analyses with a transparent four-phase workflow (Plan, Solve, Verify, Refine) — every answer includes a computation plan, explicit code derivation, point estimate with confidence interval, and a named-benchmark sanity check with PASS/FAIL judgment.

View source on GitHub

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