agentic-labeling

Community

Automate clustering, feature engineering, and interpretation of datasets.

Authorginaecho
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill automates the entire process of clustering datasets, engineering features, and interpreting the results, providing human-readable cluster personas.

Core Features & Use Cases

  • Automated Clustering: Automatically clusters datasets using various algorithms and optimizes the number of clusters.
  • Feature Engineering: Automatically engineers features from raw data.
  • Cluster Interpretation: Generates human-readable persona names, taglines, descriptions, and traits from cluster profiles.
  • Use Case: Imagine you have a dataset of customer behavior. Use this Skill to automatically cluster customers into segments and generate personas for each segment.

Quick Start

Run the agentic-labeling skill with the data path to your dataset, e.g., agentic-labeling --data path/to/your_dataset.csv

Dependency Matrix

Required Modules

scikit-learnxgboostnumpypandasshapanthropicrlmsmatplotlibseabornplotlyumap-learnscipypyarrowpyyamlkagglejupyteripykernelflaskrequestsscikit-fuzzylightgbm

Components

scriptsreferencesassets

💻 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: agentic-labeling
Download link: https://github.com/ginaecho/agentic-labeling/archive/main.zip#agentic-labeling

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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