Tabular Data

Easily derived features

Data Preprocessing

Library and book for feature generation

<aside> 💡 Der Einsatz von Feature-Engine in einer Pipeline wird in diesem Kaggle Notebook gezeigt

</aside>

Feature-engine is a Python library with multiple transformers to engineer and select features to use in machine learning models. Feature-engine preserves Scikit-learn functionality with methods fit() and transform()to learn parameters from and then transform the data.

• Bestes Buch: **Python-Feature-Engineering-Cookbook (für Kindle)**
  • Basiert auf Feature-engine: A Python library for Feature Engineering for Machine Learning

Feature-Engine in a Pipeline

Siehe auch: Pandas Pipeline for data preprocessing steps

Siehe auch: Sklearn- and other ML-Pipelines

• Kaggle Notebook
• Significantly Increase Your Grid-Search Results With These Parameters
• Beispiele auf GitHub
• Documentation

Übersicht Feature-Engine Transformer

• Praktische Anwendungen von Feature-Engine
• Link zur Übersicht alle Trasformer von Feature Enginee: