Agent-Skills.md

Agent Skills: Feature Engineering Kit

Auto-generate features with encodings, scaling, polynomial features, and interaction terms for ML pipelines.

UncategorizedID: dkyazzentwatwa/chatgpt-skills/feature-engineering-kit

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dkyazzentwatwa/chatgpt-skills
dkyazzentwatwa
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feature-engineering-kit/SKILL.md

Skill Metadata

Name
feature-engineering-kit
Description
Auto-generate features with encodings, scaling, polynomial features, and interaction terms for ML pipelines.

Feature Engineering Kit

Automated feature engineering with encodings, scaling, and transformations.

Features

  • Encodings: One-hot, label, target encoding
  • Scaling: Standard, min-max, robust scaling
  • Polynomial Features: Generate interactions
  • Binning: Discretize continuous features
  • Date Features: Extract time-based features
  • Text Features: TF-IDF, word counts
  • Missing Value Handling: Imputation strategies

CLI Usage

python feature_engineering.py --data train.csv --output engineered.csv --config config.json

Dependencies

  • scikit-learn>=1.3.0
  • pandas>=2.0.0
  • numpy>=1.24.0