This is a resubmission. In this version I have:
Changed invalid URL on Readme.md ( https://www.tidyverse.org/lifecycle/) to the appropriate one (https://lifecycle.r-lib.org/articles/stages.html)
Added files contained in vignettes folder to .Rbuidignore in order to decrease the size of installed package under 5 MB
This is a new patch version (1.0.1) of the shinyML package (I've fixed bugs without adding any significant new features). In this new version I have:
Changed the style of histogram plots on both shinyML_regression
and shinyML_classification
functions and added the density curve on this chart
Forced reproducibility of machine learning results on both shinyML_regression
and shinyML_classification
functions
Fixed a bug to make shinyML_regression
and shinyML_classification
functions work with POSIXct input data column
This is a new major version (1.0.0) of the shinyML package. In this new version I have:
Merged shiny_h2o
and shiny_spark
functions to one unique function shinyML_regression
: framework can now be chosen using the framework parameter.
Added a new function shinyML_classification
to train and test machine learning model on classification tasks. This function uses the same arguments as shinyML_regression
function, specifying however that y output variable class must be categorical.
Added checkboxes to choose which machine learning models are authorized during the autoML searching phase.
Changed user interfaces on shiny apps for both shinyML_regression
and shinyML_classification
functions : argonDash
and argonR
shiny API have been used to make user experience even more friendly.
Added an automatic detection of time-based columns on the input dataset to consequently adapt training and testing dataset splitting.
Added two new info cards on the app upper part to precise which machine learning task is running (regression or classification) and the dimension of input dataset.
Added autocorrelation plots for numerical variables on Variable summary tab.
This is a new minor version (0.2.0) of the shinyML package. In this new version I have:
Added three new tabs Compare models performances, Feature importance and Table of results at the top of dashboards to explore input dataset before running the models
Added two valueboxes on the left of the dashboard to indicate memory cluster size and number of used CPU(s).
Fixed an issue on "Link" parameter of Generalized linear regression model: this parameter was not taken into account by the model
Fixed an issue on user interface on Generalized linear regression box: the cursor was not at the right position when selected
Removed x parameter on shiny_h2o
and shiny_spark
functions to make it run even more easily.
This is a resubmission. In this version I have:
This is a new patch version (0.1.1) of the shinyML package (I've fixed bugs without adding any significant new features). In this version I have:
Added a missing block to shiny_h2o.R to make autoML method working
Default 'share_app' argument of shiny_h2o
and shiny_spark
examples have been set to FALSE
This is a resubmission. In this version I have:
Capitalized only the first letter of names instead of the whole name in the DESCRIPTION file
Rewrote all descritption field on the DESCRIPTION file to make it clearer: please notice that the package is just an implemnetation of a shiny app
This is a resubmission. In this version I have:
Modified the title to make it describe the package more precisely
Checked the new title lenght remains less than 65 characters.
Modified the title in the Readme.Rmd file to make it correspond to the title in the DESCRIPTION file
Written "License: GPL-3" instead of "GPL-3 | file LICENSE" in the DESCRIPTION file
Added a reference in the description field on the DESCRIPTION file in the form "authors (year, ISBN:...)" that describe the methods in the package
This is a resubmission. In this version I have:
Converted the DESCRIPTION title to title case.
Right spelled words in DESCRIPTION: differents (9:111) -> different serie (9:145) -> series shareable (8:66) -> this word has been deleted
Prevented the Description field to start with the package name
There were no ERRORs, WARNINGs or NOTEs
There are currently no downstream dependencies for this package
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