My Data Science Toolbox

10 July 2017 · 126 words
reference

Here are lists of my data science toolbox and framework using R.

Data Importing

Files

  • readr
  • readxl
  • xlsx
  • feather

Database

  • RJDBC
  • DBI
  • odbc
  • dbplyr
  • sparklyr
  • bigrquery

Web

  • jsonlite
  • httr
  • rvest

Data Manipulation

  • dplyr
  • tidyr
  • stringr
  • lubridate
  • janitor

Data Visualization

  • ggplot2
  • leaflet
  • plotly
  • dygraphs

Modeling

Machine Learning

  • caret
  • mlr
  • e1071
  • RandomForest
  • rpart
  • gbm
  • glmnet

Time Series & Anomaly Detection

  • xts
  • forecast
  • prophet
  • AnomalyDetection
  • anomalous
  • dtwclust
  • CausalImpact

Statistical Modeling

  • nlme
  • lme
  • rstan
  • car
  • multcomp
  • survival

Text Mining

  • tidytext
  • cleanNLP

Utility

  • purrr
  • broom
  • forcats
  • gridExtra
  • extrafonts
  • grid
  • scales

And many more!