som
CommunityVisualize high-dimensional data with interpretable 2D maps.
Authorhung-phan
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill helps to visualize complex, high-dimensional data on a 2D map while preserving topological relationships and providing clustering.
Core Features & Use Cases
- Topology-Preserving Visualization: Creates an interpretable 2D map of high-dimensional data, preserving the neighborhood relationships.
- Clustering: Facilitates unsupervised clustering with neighborhood structure.
- Use Case: When you need to visualize customer segmentation data in a 2D map for better decision-making.
Quick Start
Use the 'som' skill to visualize the customer segmentation data from the 'customer_data.csv' file.
Dependency Matrix
Required Modules
minisomnumpy
Components
scriptsreferences
💻 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: som Download link: https://github.com/hung-phan/ml-skills/archive/main.zip#som 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.