diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
index 839f2f903c..dcceca08d5 100644
--- a/.github/CODEOWNERS
+++ b/.github/CODEOWNERS
@@ -15,6 +15,4 @@ build.sh           @rapidsai/cuml-cmake-codeowners
 .github/           @rapidsai/ops-codeowners
 ci/                @rapidsai/ops-codeowners
 conda/             @rapidsai/ops-codeowners
-**/Dockerfile      @rapidsai/ops-codeowners
-**/.dockerignore   @rapidsai/ops-codeowners
-dependencies.yaml   @rapidsai/ops-codeowners
+dependencies.yaml  @rapidsai/ops-codeowners
diff --git a/Dockerfile b/Dockerfile
deleted file mode 100644
index 9e1330627b..0000000000
--- a/Dockerfile
+++ /dev/null
@@ -1,26 +0,0 @@
-# From: https://github.com/rapidsai/cudf/blob/main/Dockerfile
-FROM cudf
-
-ENV CONDA_ENV=cudf
-
-ADD . /cuml/
-
-WORKDIR /cuml
-
-RUN conda env update --name ${CONDA_ENV} \
-    --file /cuml/conda/environments/cuml_dev_cuda${CUDA_SHORT_VERSION}.yml
-
-# libcuml build/install
-RUN source activate ${CONDA_ENV} && \
-    cd cpp && \
-    mkdir build && \
-    cd build && \
-    cmake .. -DCMAKE_INSTALL_PREFIX=${CONDA_PREFIX} && \
-    make -j && \
-    make install
-
-# cuML build/install
-RUN source activate ${CONDA_ENV} && \
-    cd python && \
-    python setup.py build_ext --inplace && \
-    python setup.py install
diff --git a/README.md b/README.md
index 1923428502..2c9c7028be 100644
--- a/README.md
+++ b/README.md
@@ -120,10 +120,9 @@ repo](https://github.com/rapidsai/notebooks-contrib).
 
 ## Installation
 
-See [the RAPIDS Release
-Selector](https://rapids.ai/start.html#rapids-release-selector) for the command
-line to install either nightly or official release cuML packages via Conda or
-Docker.
+See [the RAPIDS Release Selector](https://docs.rapids.ai/install#selector) for
+the command line to install either nightly or official release cuML packages
+via Conda or Docker.
 
 ## Build/Install from Source
 See the build [guide](BUILD.md).
diff --git a/docs/README.md b/docs/README.md
index fd7dfc18d9..935cf12ba1 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -4,34 +4,11 @@
 #### [Build and install cuML](../BUILD.md)
 
 #### Generate the docs
-```shell script
+```bash
 bash build.sh cppdocs pydocs
 ```
 
 #### Once the process finishes, documentation can be found in build/html
-```shell script
-xdg-open build/html/api.html`
-```
-
-## Building via Docker
-Pull or create the cuML [docker container](https://hub.docker.com/r/rapidsai/rapidsai/).
-
-### Start cuML container:
-```
-docker run -p 8000:8000 -it cuml bash
-```
-
-### Setup container's conda env for building docs:
-```
-sudo sh setup.sh ${cuML-container-id}
-```
-
-### Build & host docs from container:
-```
-sudo sh build.sh ${cuML-container-id}
-```
-
-### Copy docs from container to host:
-```
-docker cp ${cuML-container-id}:/docs/build/html .
+```bash
+xdg-open build/html/api.html
 ```