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This directory contains 7 workflows.

IconHeart Disease - Machine Learning Case - Comparing Algorithms 

prepare data with vtreat package in the subfolder /data/notebooks/ there is a Jupyter notebook to experiment and build XGBoost models […]

IconHeart Disease - Machine Learning Case - LightGBM Hyper Parameter Optimization 

use KNIME / Python and LightGBM to build a model - Hyperparameter tuning with BayesSearchCV and Optuna - also preparing data with vtreat some parameters […]

Iconkn_​example_​ml_​binary_​extra_​trees 

use KNIME / Python and sklearn to build a model with ExtraTreesClassifier - also preparing mixed data with vtreat

Iconkn_​example_​ml_​binary_​lightgbm_​hyper_​parameter_​opt 

use KNIME / Python and LightGBM to build a model - Hyperparameter tuning with BayesSearchCV and Optuna - also preparing data with vtreat some parameters […]

Iconkn_​example_​ml_​binary_​python_​xgboost 

Binary Classification - use Python XGBoost package and other nodes to build model and deploy that thru KNIME Python nodes prepare data with vtreat […]

Iconkn_​example_​ml_​binary_​threshold_​inspection_​table 

Inspect Results of Machine Learning "BINARY" (0,1) Targets using the "Binary Classification Inspector" and "H2O Binomial […]

IconPython - PySpark and MLlib RandomForest Classifier (with vtreat) 

Demonstrates how to start a spark session within a Python node (the performance will very much depend on your machine) URL: Medium: Data preparation for […]