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  • Regression and Classification, a Deeper Look
    regression. An input/feature vector (x) is still the primary in- put. However, neural network terminology usually ... regression. Often the software package will take care of these differences. However, understanding the ...

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    • Authors: Jeff T Heaton
    • Date: Jul 2016
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions
    • Publication Name: Predictive Analytics and Futurism Newsletter
    • Topics: Predictive Analytics; Technology & Applications
  • A NEAT Approach to Neural Network Structure
    Kenneth Stanley of Houston University is the primary researcher behind NEAT and many of its adap- tations ... testing or actually in use. ES HyperNEAT NEAT’s primary feature is that we no longer have to think about ...

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    • Authors: Jeff T Heaton
    • Date: Dec 2013
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions; Technical Skills & Analytical Problem Solving>Problem analysis and definition
    • Publication Name: Predictive Analytics and Futurism Newsletter
    • Topics: Technology & Applications>Analytics and informatics; Technology & Applications>Business intelligence; Technology & Applications>Computer science
  • Introduction to PMML in R
    not a sort of general purpose file format. The primary purpose of PMML is to allow a trained model to ... the case. I do not suggest that you use The primary purpose of PMML is to allow a trained model to ...

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    • Authors: Jeff T Heaton
    • Date: Aug 2018
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions
    • Publication Name: Predictive Analytics and Futurism Newsletter
    • Topics: Predictive Analytics
  • Dealing with Large CSV Files in R
    Dealing with Large CSV Files in R This article shows how to deal with very large ... unlist((strsplit(line, “,”))) # Extract the columns we care about product <- line[2] premium <- as.numeric(line[3]) ...

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    • Authors: Jeff T Heaton
    • Date: Apr 2017
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions
    • Publication Name: CompAct
    • Topics: Technology & Applications
  • The Third Generation of Neural Networks
    and how many hidden neurons has always been the primary question of the neural network practitioner. There ... Equation 7. Equation 7: L2 Regularization The primary difference between L1 and L2 is that L1 uses the ...

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    • Authors: Jeff T Heaton
    • Date: Dec 2015
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions
    • Publication Name: Predictive Analytics and Futurism Newsletter
    • Topics: Modeling & Statistical Methods>Data mining