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Description

Data Pre-Processing Extensions.

An important aspect of data analytics is related to data management support for artificial intelligence. It is related to preparing data correctly. This package provides extensions to support data preparation in terms of both data sampling and data engineering. Overall, the package provides researchers with a comprehensive set of functionalities for data science based on experiment lines, promoting ease of use, extensibility, and integration with various tools and libraries. Information on Experiment Line is based on Ogasawara et al. (2009) <doi:10.1007/978-3-642-02279-1_20>.

DAL Toolbox

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The goal of DAL Toolbox is to provide a series data analytics functions organized as a framework. It supports data preprocessing, classification, regression, clustering, and time series prediction functions.

Installation

The latest version of DAL Toolbox at CRAN is available at: https://CRAN.R-project.org/package=daltoolbox

You can install the stable version of DAL Toolbox from CRAN with:

install.packages("daltoolbox")

You can install the development version of DAL Toolbox from GitHub https://github.com/cefet-rj-dal/daltoolbox with:

library(devtools)
devtools::install_github("cefet-rj-dal/daltoolbox", force=TRUE, dependencies=FALSE, upgrade="never")

Examples

Classification: https://nbviewer.org/github/cefet-rj-dal/daltoolbox/tree/main/classification/

Clustering: https://nbviewer.org/github/cefet-rj-dal/daltoolbox/tree/main/clustering/

Graphics: https://nbviewer.org/github/cefet-rj-dal/daltoolbox/tree/main/graphics/

Regression: https://nbviewer.org/github/cefet-rj-dal/daltoolbox/tree/main/regression/

Time series: https://nbviewer.org/github/cefet-rj-dal/daltoolbox/tree/main/timeseries/

Transformation: https://nbviewer.org/github/cefet-rj-dal/daltoolbox/tree/main/transformation/

The examples are organized according to general (data preprocessing), clustering, classification, regression, and time series functions. This version has Python integration with Pytorch.

library(daltoolbox)
#> Registered S3 method overwritten by 'quantmod':
#>   method            from
#>   as.zoo.data.frame zoo
#> 
#> Attaching package: 'daltoolbox'
#> The following object is masked from 'package:base':
#> 
#>     transform
## loading DAL Toolbox

Bugs and new features request

https://github.com/cefet-rj-dal/daltoolbox/issues.

Metadata

Version

1.0.767

License

Unknown

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