diff --git a/README.md b/README.md
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+++ b/README.md
@@ -4,40 +4,42 @@
 # Renku Jupyter images
 
 This repository contains the Dockerfiles to build Jupyter notebook images
-to use with the Renku platform.
-
+& other interactive environments to use with the Renku platform.
+These images contain minimal dependencies as well as a verison of `renku-python`.
+https://hub.docker.com/r/renku/renkulab/tags
 
 ## Building
 
-Building is done with `make`, e.g.
-
-```
-make base
-```
-
-will build the `renku/singleuser` image
-
-or
-
-```
-make all
-```
-
-will build all the currently-supported images.
+Build with Docker by running `docker build -t <name:tag> .` in the directory
+of the image you would like to build.
 
 ## Current images
 
-### Base
+### py3.7
+
+The basic Jupyter image with minimal dependencies.
 
-The basic Jupyter image with minimal dependencies
+Currently with python 3.7.
 
-### R
+### r3.6.1
 
 Based on the rocker docker image: https://github.com/rocker-org/binder,
 chosen because rocker keeps a more up-to-date version of R than conda.
 Includes the R Jupyter kernel as well as RStudio. To access RStudio,
 simply replace `/lab` or `/tree` with `/rstudio` in the URL.
 
-### Cuda
+Currently with R 3.6.1.
+
+### bioc3_10
+
+Based on the bioconductor docker image: https://github.com/Bioconductor/bioconductor_docker.
+
+Currently with bioconductor 3_10.
+
+### cuda9.2
+
+Based on the basic jupyter image with CUDA 9.2 installed.
+
+### cuda10.0-tf1.14
 
-Image with CUDA 9.2 installed.
+Based on the basic jupyter image with CUDA 10.0 and Tensorflow 1.14 installed.