For an Ubuntu 18.04 base image, you can use the following instructions to upgrade R version to 4.0. The instructions remove the old R version, install R 4.0 and upgrades all the R packages. Add these to "Dockerfile Instructions" in your compute environment
RUN apt-key adv --keyserver keyserver.ubuntu.com --recv-keys E298A3A825C0D65DFD57CBB651716619E084DAB9 && \ add-apt-repository 'deb https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/' && \ apt-get update -y && \ apt-get remove r-base-core -y && \ apt --fix-broken install -y && \ apt-get update -y && \ apt-get upgrade -y && \ apt-get install r-base-dev -y && \ R --no-save -e 'update.packages(checkBuilt = TRUE, ask = FALSE)'
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