Agent skill
feature-engineering-kit
Auto-generate features with encodings, scaling, polynomial features, and interaction terms for ML pipelines.
Install this agent skill to your Project
npx add-skill https://github.com/dkyazzentwatwa/chatgpt-skills/tree/main/feature-engineering-kit
SKILL.md
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
Recommended Agent Skills
Expand your agent's capabilities with these related and highly-rated skills.
video-to-gif
Convert video clips to optimized GIFs with speed control, cropping, text overlays, and file size optimization. Create perfect GIFs for social media, documentation, and presentations.
audio-analyzer
Comprehensive audio analysis with waveform visualization, spectrogram, BPM detection, key detection, frequency analysis, and loudness metrics.
topic-modeler
Extract topics from text collections using LDA (Latent Dirichlet Allocation) with keyword extraction and topic visualization.
language-detector
Detect language of text with confidence scores, support for 50+ languages, and batch text classification.
image-filter-lab
Apply artistic filters to images including vintage, sepia, B&W, blur, sharpen, vignette, and color adjustments. Create custom filter presets.
qr-code-generator
Generate QR codes with URLs and UTM tracking. Exports PNG/SVG with captions. Use for single codes, batch generation, or marketing campaigns with tracking parameters.
Didn't find tool you were looking for?