bio-stats-ml-reporting
CommunityAutomates ML reporting from results to insights.
Authorfmschulz
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This skill centralizes the collection, modeling, and reporting of omics results by integrating data from feature tables, model outputs, and literature references to deliver reproducible analyses and publication-ready reports.
Core Features & Use Cases
- Aggregate results from DuckDB feature tables and metadata into a unified analysis dataset.
- Train baseline and advanced ML models (scikit-learn and XGBoost) with cross-validation, evaluate performance, and export models, metrics, and visualizations.
- Generate publication-ready reports with validated references and auto-generated citations for downstream dissemination.
Quick Start
Run the end-to-end workflow to aggregate results, train models, and generate the report.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: bio-stats-ml-reporting Download link: https://github.com/fmschulz/omics-skills/archive/main.zip#bio-stats-ml-reporting Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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