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Todos: autoCaret.R #1

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gregce opened this issue Dec 4, 2016 · 1 comment
Open

Todos: autoCaret.R #1

gregce opened this issue Dec 4, 2016 · 1 comment

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@gregce
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gregce commented Dec 4, 2016

  1. Code to handle training rf, etc when there are a huge number of predictors
  • helper function to tell the user how many resultant dummy variables will be created, etc
  1. Incorporate Parallel processing to improve performance
  2. Code to optimize hyperparameter search ala autoWeka: http://www.cs.ubc.ca/labs/beta/Projects/autoweka/manual.pdf
  3. Code to check if ensemble would produce improved performance over individual models (in some cases it doesn't)
  4. Code to generate an output Rmarkdown document with all information about process
  5. Modification to also include regression
@mmarks13
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mmarks13 commented Dec 4, 2016

Add progress indicator to front page of UI. We need at add this functionality to autoModel.R For example, add statements like below:

    # Increment the progress bar, and update the detail text.
    incProgress(PctComplete, detail = "Progress Bar Message")

OR

  # Increment the progress bar, and update the detail text.
  progress$inc(PctComplete, detail = "Progress Bar Message")

https://shiny.rstudio.com/articles/progress.html

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