mdancho/h2o-verse repository overview

⁠About the Docker Image

The image contains:

• R & Rstudio IDE
• H2O - Version 3.30.0.1 (This is important because you need to maintain h2o versions)
• Tidyverse - dplyr, ggplot2, purrr, lubridate, stringr, tibble, & more
• Rmarkdown & Tex (PDF) packages
• TensorFlow & Keras (R) versions - You will still need to install Python libraries with tensorflow::install_tensorflow()
• Supporting Packages: Plotly, Tidyquant, Timetk
• Packages needed for Learning Lab 40: embed library

⁠Docker for Data Science (Lab 40)

The h2o-verse was used in Learning Lab 40 - Docker for Data Science⁠.

This lab illustrates the importance of using Docker for Reproducible Analysis & Production Environments. The lab_40_docker⁠ code repository can be downloaded / cloned from GitHub.

This github repo contains:

• RMarkdown Report for H2O Bankruptcy
• Dockerfile used to create the "h2o-verse" H2O + Tidyverse Environment

The h2o-verse⁠ docker container can be downloaded from DockerHub.

Note that the GitHub repository does not include the code to generate H2O Grid Search Models & use MLFlow for Tracking the grid search models. Upgrade to Learning Labs PRO.⁠