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feature-generation

This directory contains 13 workflows.

IconAirfoil Self-Noise prediction using Autofeat Generator 

Airfoil Self-Noise prediction using Autofeat Generator The workflow demonstrates use of Autofeat Generator in building a linear regression model. Model […]

IconAuto feature generation workflow 

Auto feature engineering workflow There are two workflows: One for data which is not large. Full (or 80% of data) can be used for training and rest for […]

Autofeat Apply 

Takes as input 'autofeat' model (or a model created by Autofeat Generator) and KNIME DataFrame. Output of the component is a dataset with generated features […]

Autofeat Generator 

This component uses 'autofeat' python library to generate new features. The use of these features is directed towards building linear models. The […]

IconBank Loan Modeling with Auto Categorical Features Embedding 

Bank Loan Modeling with Auto Categorical Features Embedding This workflow demonstrates use of Auto Categorical Features Embedding node. It is a Bank Loan […]

IconCardiovascular Disease Prediction using 'autofeat' Generated Features 

Cardiovascular Disease Prediction using 'autofeat' Generated Features The workflow demonstrates use of autofeat generator in classification tasks. A […]

IconCategorical Features Encoding--I 

Categorical Feature Encoding using Auto Categorical Features Embedding This workflow demonstrates use of Auto Categorical Features Embedding component. […]

IconCategorical Features Encoding--II 

Categorical Features Encoding challenge--Kaggle This workflow demonstrates use of Auto Categorical Features Embedding component. The component transforms […]

IconCategorical Features Encoding--III 

Amazon.com - Employee Access Challenge--Kaggle This workflow demonstrates use of Auto Categorical Features Embedding component. The component transforms […]

IconClassification using 'autofeat' Engineered Features 

Classification using 'autofeat' Engineered Features The workflow demonstrates use of autofeat generator in classification tasks. A number of non-linear […]