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explore-ml-data

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Understand datasets before designing models, ensure informed decisions.

Data & Analytics#report generation#machine learning#EDA#data understanding#dataset analysis
Authorvathymut
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill helps users gain a comprehensive understanding of their datasets before building machine learning models, enabling informed decisions based on real dataset insights.

Core Features & Use Cases

  • Exploratory Data Analysis (EDA): Automates the process of understanding dataset characteristics, including class balance, datetime columns, missingness, and cardinality.
  • Documentation Generation: Generates a narrative report and interactive HTML reports for each table in the dataset.
  • Integration: Provides a JOURNAL section that summarizes EDA findings and serves as a reference for subsequent model design decisions.

Quick Start

Run the 'explore-ml-data' skill to perform EDA on your dataset.

Dependency Matrix

Required Modules

skrubpandaspolars

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: explore-ml-data
Download link: https://github.com/vathymut/copilot-skills/archive/main.zip#explore-ml-data

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