Files used in @O_Lippincott Olivia Lippincott's Mastering JMP 1-hour session, Discovering and Predicting Patterns Using Neural Network Models. she covers:
- When to use a Neural Network (When the goal is prediction rather than explanation of complex relationships and behavior.)
- Example of Complex Relationships
- What is a Neural Network? (Non Linear Model where response is modeled as a non linear function of various linear combinations of predictors)
- Inputs/Outputs
- Hidden Layer Structure
- Hidden Layer, Two Layer
- Nodes, Derived Predictors
- Activation Type/ Activation Function
- Transformation of a linear combination of the X variables
- TanH- Sigmoid Function
- Linear- Identity Function
- Search Progression
- Case Study - Prediction for Continuous Output (Predict diabetes disease progression one year after baseline)
- Case Study- Classification with Categorical Output (Is that Mushroom edible?)