01_​Training_​Solution

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In this exercise you will create a simple Feedforward Neural Network to predict the income class of a person in the adult dataset. The steps are:
- Define a suitable model structure
- Preprocess the data
- Train the model
- Apply the model to the test set and evaluate the result
- Export the trained network

URL: KNIME Deep Learning Integration https://docs.knime.com/2020-07/deep_learning_installation_guide/index.html#keras-integration
URL: Guide to Intelligent Data Science https://www.datascienceguide.org/

Nodes

• Keras Dense Layer3 ×
• Category To Number2 ×
• Component Input2 ×
• Component Output2 ×
• Normalizer (Apply)2 ×
• Partitioning2 ×
• CSV Reader1 ×
• Category To Number (Apply)1 ×
• Cell Replacer1 ×
• Keras Dropout Layer1 ×
• Keras Input Layer1 ×
• Keras Network Executor1 ×
• Keras Network Learner1 ×
• Keras Network Writer1 ×
• Missing Value1 ×
• Model Writer1 ×
• Normalizer1 ×
• Rule Engine1 ×
• Scorer1 ×
• Table Creator1 ×

Extensions

• FeatureKNIME Base nodes
• FeatureKNIME Deep Learning - Keras Integration
• FeatureKNIME Javasnippet

Links

• No links available