BathEMADE: Evolutionary Multi-
                            objective Algorithm Design 
                  Engine for Bathymetric LIDAR 
                                                                                                  Jason Zutty
                                                                                                 Rodd Talebi
                                                                                                   James Rick
                                                                                Christopher Valenta
                                                                                              Domenic Carr
       1                                                                                Gregory Rohling
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    How is a Machine Learning Algorithm Made?
    • Involves a number of steps
                     Data         Feature       Model        Model       Parameter      Model 
      Raw Data     Preparation  Engineering   Selection &   Evaluation  Optimization  Deployment
                                               Training
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    How is a Machine Learning Algorithm Made?
    • Involves a number of steps
                     Data         Feature       Model        Model       Parameter      Model 
      Raw Data     Preparation  Engineering   Selection &   Evaluation  Optimization  Deployment
                                               Training
    • Each step represents a choice of one method from a large library of options
    • Each choice has a number of parameters that affect the performance
    • Overall this is a time consuming, iterative, and labor intensive process
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     How is a Machine Learning Algorithm Made?
     • Involves a number of steps
                        Data          Feature        Model          Model         Parameter        Model 
       Raw Data      Preparation    Engineering     Selection &    Evaluation    Optimization    Deployment
                                                     Training
                                       PCA
                                       FFT
                                      Wavelet 
                                     Transform
                                     Scaling
                                      Recursive 
                                      Feature 
                                     Elimination
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