01 Advanced Machine Learning - Exercise

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Advanced Data Mining - Exercise

Exercise 10 for KNIME User Training
- Training a Random Forest model to predict a nominal target column
- Evaluating the performance of a classification model
- Optimizing parameters of the Random Forest model
- Performing the classification multiple times in a cross validation loop

URL: Parameter Optimization for Prediction Models https://youtu.be/IlqepyIba6Y
URL: Random Forest https://youtu.be/WvbIGdmXC-8
URL: Slides (KNIME Analytics Platfrom Course) https://www.knime.com/form/material-download-registration

Nodes

• Table Reader4 ×
• Random Forest Learner3 ×
• Random Forest Predictor3 ×
• Partitioning2 ×
• Binary Classification Inspector1 ×
• Show all 13 nodes

Extensions

• FeatureKNIME Base nodes
• FeatureKNIME Ensemble Learning Wrappers
• FeatureKNIME Machine Learning Interpretability Extension
• FeatureKNIME Optimization extension

Links

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