agentic-labeling
CommunityAutomate clustering, feature engineering, and interpretation of datasets.
Data & Analytics#feature engineering#multi-agent systems#data interpretation#clustering#auto-labeling
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.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 620,000+ vetted skills library on demand.