diff --git a/data-science-stack b/data-science-stack
index 48e8c0d..22d30b4 100755
--- a/data-science-stack
+++ b/data-science-stack
@@ -3,7 +3,7 @@
 # Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved.
 
 # Global Paramaters
-STACK_VERSION=2.5.1
+STACK_VERSION=2.6.0
 NOTEBOOKS_VERSION=0.16
 
 MIN_DRIVER=455.23.04
@@ -17,7 +17,8 @@ DEFAULT_ENVIRONMENT="data-science-stack"
 LOGFILE=data-science-stack.log
 
 CONDA_ROOT=${HOME}/conda
-NOTEBOOKS_DIR=${HOME}/data-science-stack-${STACK_VERSION}
+DEFAULT_NOTEBOOKS_DIR=${HOME}/data-science-stack-${STACK_VERSION}
+NOTEBOOKS_DIR=${NOTEBOOKS_DIR:-$DEFAULT_NOTEBOOKS_DIR}
 
 if [ -f /etc/redhat-release ]; then
   if grep -q -i "release 7" /etc/redhat-release ; then
@@ -535,7 +536,6 @@ create_conda_env () {
   fi
 
   source ${CONDA_ROOT}/bin/activate ${ENVIRONMENT_NAME}-${STACK_VERSION} ; \
-    pip install jupyterlab-nvdashboard ; \
     jupyter labextension install -y --clean \
       @jupyter-widgets/jupyterlab-manager \
       jupyter-threejs \
diff --git a/data-science-stack.Dockerfile b/data-science-stack.Dockerfile
index fb8874b..db0dab9 100644
--- a/data-science-stack.Dockerfile
+++ b/data-science-stack.Dockerfile
@@ -32,7 +32,7 @@ RUN DEBIAN_FRONTEND=noninteractive apt-get update -y --fix-missing \
 
 # Create Base environment
 
-ARG STACK_VERSION=2.5.1
+ARG STACK_VERSION=2.6.0
 ARG CONDA_VERSION=4.8.3
 ARG RAPIDS_VERSION=0.16
 
@@ -65,7 +65,6 @@ RUN ${CONDA_ROOT}/bin/conda env create -n data-science-stack-${STACK_VERSION} \
        -f /environment-pinned.yaml \
     && echo "conda activate data-science-stack-${STACK_VERSION}" >> ${HOME}/.bashrc \
     && bash -c 'source ${CONDA_ROOT}/bin/activate data-science-stack-${STACK_VERSION} ; \
-      pip install jupyterlab-nvdashboard ; \
       jupyter labextension install -y --clean \
         @jupyter-widgets/jupyterlab-manager \
         jupyter-threejs \
diff --git a/environments/data-science-stack-pinned.yaml b/environments/data-science-stack-pinned.yaml
index 0245f1d..7356c42 100644
--- a/environments/data-science-stack-pinned.yaml
+++ b/environments/data-science-stack-pinned.yaml
@@ -12,8 +12,9 @@ dependencies:
   - conda-forge::_openmp_mutex=4.5
   - anaconda::_tflow_select=2.1.0
   - conda-forge::abseil-cpp=20200225.2
-  - conda-forge::absl-py=0.10.0
+  - conda-forge::absl-py=0.11.0
   - conda-forge::adal=1.2.5
+  - conda-forge::adlfs=0.5.8
   - conda-forge::aiohttp=3.7.3
   - conda-forge::appdirs=1.4.4
   - conda-forge::argon2-cffi=20.1.0
@@ -29,6 +30,10 @@ dependencies:
   - conda-forge::aws-c-event-stream=0.1.6
   - conda-forge::aws-checksums=0.1.10
   - conda-forge::aws-sdk-cpp=1.8.70
+  - conda-forge::azure-core=1.9.0
+  - conda-forge::azure-datalake-store=0.0.51
+  - conda-forge::azure-identity=1.4.1
+  - conda-forge::azure-storage-blob=12.6.0
   - conda-forge::backcall=0.2.0
   - conda-forge::backports=1.0
   - conda-forge::backports.functools_lru_cache=1.6.1
@@ -47,62 +52,64 @@ dependencies:
   - conda-forge::brotlipy=0.7.0
   - conda-forge::brunsli=0.1
   - conda-forge::bzip2=1.0.8
-  - conda-forge::c-ares=1.16.1
-  - conda-forge::ca-certificates=2020.11.8
+  - conda-forge::c-ares=1.17.1
+  - conda-forge::ca-certificates=2020.12.5
   - conda-forge::cached-property=1.5.1
   - conda-forge::cachetools=4.1.1
   - conda-forge::cairo=1.16.0
   - conda-forge::catalogue=1.0.0
-  - conda-forge::certifi=2020.11.8
-  - conda-forge::cffi=1.14.3
+  - conda-forge::certifi=2020.12.5
+  - conda-forge::cffi=1.14.4
   - conda-forge::cfitsio=3.470
   - anaconda::chainer=6.3.0
   - conda-forge::chardet=3.0.4
   - conda-forge::charls=2.1.0
   - conda-forge::click=7.1.2
   - conda-forge::click-plugins=1.1.1
-  - conda-forge::cligj=0.7.0
+  - conda-forge::cligj=0.7.1
   - conda-forge::cloudpickle=1.6.0
-  - conda-forge::cmake=3.18.4
+  - conda-forge::cmake=3.19.1
   - conda-forge::colorcet=2.0.1
-  - conda-forge::cryptography=3.2.1
+  - conda-forge::cryptography=3.3.1
   - nvidia::cudatoolkit=11.0.221
-  - rapidsai::cudf=0.16.0
-  - rapidsai::cudf_kafka=0.16.0
+  - rapidsai::cudf=0.17.0
+  - rapidsai::cudf_kafka=0.17.0
   - nvidia::cudnn=8.0.0
-  - rapidsai::cugraph=0.16.1
-  - rapidsai::cuml=0.16.0
-  - rapidsai::cupy=7.8.0
+  - rapidsai::cugraph=0.17.0
+  - rapidsai::cuml=0.17.0
+  - rapidsai::cupy=8.0.0
   - conda-forge::curl=7.71.1
-  - rapidsai::cusignal=0.16.0
-  - rapidsai::cuspatial=0.16.0
-  - rapidsai::custreamz=0.16.0
-  - rapidsai::cuxfilter=0.16.0
+  - rapidsai::cusignal=0.17.0
+  - rapidsai::cuspatial=0.17.0
+  - rapidsai::custreamz=0.17.0
+  - rapidsai::cuxfilter=0.17.0
   - conda-forge::cycler=0.10.0
-  - conda-forge::cymem=2.0.4
+  - conda-forge::cymem=2.0.5
   - conda-forge::cyrus-sasl=2.1.27
-  - conda-forge::cython-blis=0.7.2
+  - conda-forge::cython-blis=0.7.4
   - conda-forge::cytoolz=0.11.0
-  - conda-forge::dask=2.30.0
-  - conda-forge::dask-core=2.30.0
-  - rapidsai::dask-cuda=0.16.0
-  - rapidsai::dask-cudf=0.16.0
-  - conda-forge::dask-jobqueue=0.7.1
+  - conda-forge::dask=2020.12.0
+  - conda-forge::dask-core=2020.12.0
+  - rapidsai::dask-cuda=0.17.0
+  - rapidsai::dask-cudf=0.17.0
+  - conda-forge::dask-glm=0.2.0
+  - conda-forge::dask-jobqueue=0.7.2
   - conda-forge::dask-kubernetes=0.11.0
-  - conda-forge::dask-labextension=3.0.0
+  - conda-forge::dask-labextension=4.0.0
+  - conda-forge::dask-ml=1.7.0
   - conda-forge::dataclasses=0.7
   - conda-forge::datashader=0.11.1
   - conda-forge::datashape=0.5.4
   - conda-forge::dbus=1.13.6
   - conda-forge::decorator=4.4.2
   - conda-forge::defusedxml=0.6.0
-  - conda-forge::distributed=2.30.1
+  - conda-forge::distributed=2020.12.0
   - conda-forge::dlpack=0.3
   - conda-forge::entrypoints=0.3
   - conda-forge::expat=2.2.9
   - conda-forge::faiss-proc=1.0.0
   - fastai::fastai=1.0.61
-  - conda-forge::fastavro=1.1.1
+  - conda-forge::fastavro=1.2.1
   - conda-forge::fastparquet=0.4.1
   - conda-forge::fastprogress=1.0.0
   - conda-forge::fastrlock=0.5
@@ -120,29 +127,29 @@ dependencies:
   - conda-forge::freetype=2.10.4
   - conda-forge::freexl=1.0.5
   - conda-forge::fribidi=1.0.10
-  - conda-forge::fsspec=0.8.4
+  - conda-forge::fsspec=0.8.5
   - conda-forge::gast=0.4.0
   - conda-forge::gcsfs=0.7.1
   - conda-forge::gdal=3.0.4
-  - conda-forge::gdk-pixbuf=2.42.0
+  - conda-forge::gdk-pixbuf=2.42.2
   - conda-forge::geopandas=0.8.1
   - conda-forge::geos=3.8.1
   - conda-forge::geotiff=1.6.0
   - conda-forge::gettext=0.19.8.1
   - conda-forge::gflags=2.2.2
   - conda-forge::giflib=5.2.1
-  - conda-forge::glib=2.66.2
+  - conda-forge::glib=2.66.3
   - conda-forge::glog=0.4.0
   - conda-forge::gmp=6.2.1
   - conda-forge::gnutls=3.6.13
   - conda-forge::gobject-introspection=1.66.1
-  - conda-forge::google-auth=1.23.0
+  - conda-forge::google-auth=1.24.0
   - conda-forge::google-auth-oauthlib=0.4.2
   - conda-forge::google-pasta=0.2.0
   - conda-forge::graphite2=1.3.13
   - conda-forge::graphviz=2.42.3
   - conda-forge::grpc-cpp=1.33.2
-  - conda-forge::grpcio=1.33.2
+  - conda-forge::grpcio=1.34.0
   - conda-forge::gst-plugins-base=1.14.5
   - conda-forge::gstreamer=1.14.5
   - conda-forge::gtk2=2.24.32
@@ -152,39 +159,43 @@ dependencies:
   - conda-forge::hdf4=4.2.13
   - conda-forge::hdf5=1.10.6
   - conda-forge::heapdict=1.0.1
-  - conda-forge::hypothesis=5.41.3
+  - conda-forge::hypothesis=5.43.3
   - conda-forge::icu=64.2
   - conda-forge::idna=2.10
   - conda-forge::imagecodecs=2020.5.30
   - conda-forge::imageio=2.9.0
-  - conda-forge::importlib-metadata=2.0.0
-  - conda-forge::importlib_metadata=2.0.0
+  - conda-forge::importlib-metadata=3.3.0
+  - conda-forge::importlib_metadata=3.3.0
   - conda-forge::iniconfig=1.1.1
   - conda-forge::ipydatawidgets=4.1.0
-  - conda-forge::ipykernel=5.3.4
+  - conda-forge::ipykernel=5.4.2
   - conda-forge::ipython=7.19.0
   - conda-forge::ipython_genutils=0.2.0
   - conda-forge::ipyvolume=0.6.0a6
   - conda-forge::ipywebrtc=0.5.0
   - conda-forge::ipywidgets=7.5.1
+  - conda-forge::isodate=0.6.0
   - conda-forge::jasper=1.900.1
   - conda-forge::jedi=0.17.2
+  - conda-forge::jeepney=0.6.0
   - conda-forge::jinja2=2.11.2
-  - conda-forge::joblib=0.17.0
+  - conda-forge::joblib=1.0.0
   - conda-forge::jpeg=9d
   - conda-forge::json-c=0.13.1
   - conda-forge::json5=0.9.5
   - conda-forge::jsonschema=3.2.0
-  - conda-forge::jupyter-server-proxy=1.5.0
+  - conda-forge::jupyter-server-proxy=1.5.2
   - conda-forge::jupyter_client=6.1.7
   - conda-forge::jupyter_core=4.7.0
   - conda-forge::jupyterlab=2.2.9
+  - conda-forge::jupyterlab-nvdashboard=0.4.0
   - conda-forge::jupyterlab_pygments=0.1.2
   - conda-forge::jupyterlab_server=1.2.0
   - conda-forge::jxrlib=1.1
-  - conda-forge::kealib=1.4.13
+  - conda-forge::kealib=1.4.14
   - conda-forge::keras-applications=1.0.8
   - conda-forge::keras-preprocessing=1.1.0
+  - conda-forge::keyring=21.5.0
   - conda-forge::kiwisolver=1.3.1
   - conda-forge::krb5=1.17.2
   - conda-forge::kubernetes_asyncio=12.0.1
@@ -197,13 +208,13 @@ dependencies:
   - conda-forge::libblas=3.9.0
   - conda-forge::libcblas=3.9.0
   - conda-forge::libclang=9.0.1
-  - rapidsai::libcudf=0.16.0
-  - rapidsai::libcudf_kafka=0.16.0
-  - rapidsai::libcugraph=0.16.1
-  - rapidsai::libcuml=0.16.0
-  - nvidia::libcumlprims=0.16.0
+  - rapidsai::libcudf=0.17.0
+  - rapidsai::libcudf_kafka=0.17.0
+  - rapidsai::libcugraph=0.17.0
+  - rapidsai::libcuml=0.17.0
+  - nvidia::libcumlprims=0.17.0
   - conda-forge::libcurl=7.71.1
-  - rapidsai::libcuspatial=0.16.0
+  - rapidsai::libcuspatial=0.17.0
   - conda-forge::libdap4=3.20.6
   - conda-forge::libedit=3.1.20191231
   - conda-forge::libev=4.33
@@ -215,7 +226,7 @@ dependencies:
   - conda-forge::libgdal=3.0.4
   - conda-forge::libgfortran-ng=9.3.0
   - conda-forge::libgfortran5=9.3.0
-  - conda-forge::libglib=2.66.2
+  - conda-forge::libglib=2.66.3
   - conda-forge::libgpg-error=1.39
   - conda-forge::libgsasl=1.8.0
   - conda-forge::libhwloc=2.3.0
@@ -232,8 +243,8 @@ dependencies:
   - conda-forge::libpng=1.6.37
   - conda-forge::libpq=12.3
   - conda-forge::libprotobuf=3.13.0.1
-  - conda-forge::librdkafka=1.5.2
-  - rapidsai::librmm=0.16.0
+  - conda-forge::librdkafka=1.5.3
+  - rapidsai::librmm=0.17.0
   - conda-forge::libsodium=1.0.18
   - conda-forge::libspatialindex=1.9.3
   - conda-forge::libspatialite=4.3.0a
@@ -242,19 +253,19 @@ dependencies:
   - conda-forge::libthrift=0.13.0
   - conda-forge::libtiff=4.1.0
   - conda-forge::libtool=2.4.6
-  - conda-forge::libutf8proc=2.5.0
+  - conda-forge::libutf8proc=2.6.1
   - conda-forge::libuuid=2.32.1
   - conda-forge::libuv=1.40.0
   - conda-forge::libwebp=1.1.0
   - conda-forge::libwebp-base=1.1.0
   - conda-forge::libxcb=1.13
-  - rapidsai::libxgboost=1.2.0dev.rapidsai0.16
+  - rapidsai::libxgboost=1.3.0dev.rapidsai0.17
   - conda-forge::libxkbcommon=0.10.0
   - conda-forge::libxml2=2.9.10
   - conda-forge::libzopfli=1.0.3
   - conda-forge::lime=0.2.0.1
   - conda-forge::llvm-openmp=11.0.0
-  - conda-forge::llvmlite=0.34.0
+  - conda-forge::llvmlite=0.35.0
   - conda-forge::locket=0.2.0
   - conda-forge::lz4-c=1.9.2
   - conda-forge::markdown=3.3.3
@@ -264,11 +275,15 @@ dependencies:
   - conda-forge::mistune=0.8.4
   - conda-forge::mkl=2020.4
   - conda-forge::more-itertools=8.6.0
-  - conda-forge::msgpack-python=1.0.0
-  - conda-forge::multidict=4.7.5
+  - conda-forge::msal=1.8.0
+  - conda-forge::msal_extensions=0.2.2
+  - conda-forge::msgpack-python=1.0.2
+  - conda-forge::msrest=0.6.19
+  - conda-forge::msrestazure=0.6.2
+  - conda-forge::multidict=5.1.0
   - conda-forge::multipledispatch=0.6.0
   - conda-forge::munch=2.5.0
-  - conda-forge::murmurhash=1.0.4
+  - conda-forge::murmurhash=1.0.5
   - conda-forge::mypy_extensions=0.4.3
   - conda-forge::nbclient=0.5.1
   - conda-forge::nbconvert=6.0.7
@@ -278,13 +293,13 @@ dependencies:
   - conda-forge::nest-asyncio=1.4.3
   - conda-forge::nettle=3.6
   - conda-forge::networkx=2.5
-  - conda-forge::ninja=1.10.1
+  - conda-forge::ninja=1.10.2
   - conda-forge::nltk=3.4.4
   - conda-forge::nodejs=12.4.0
   - conda-forge::notebook=6.1.5
   - conda-forge::nspr=4.29
-  - conda-forge::nss=3.59
-  - conda-forge::numba=0.51.2
+  - conda-forge::nss=3.60
+  - conda-forge::numba=0.52.0
   - conda-forge::numexpr=2.7.1
   - conda-forge::numpy=1.19.4
   - fastai::nvidia-ml-py3=7.352.0
@@ -294,13 +309,13 @@ dependencies:
   - conda-forge::opencv=4.5.0
   - conda-forge::openh264=2.1.1
   - conda-forge::openjpeg=2.3.1
-  - conda-forge::openssl=1.1.1h
+  - conda-forge::openssl=1.1.1i
   - conda-forge::orc=1.6.5
-  - conda-forge::packaging=20.4
-  - conda-forge::pandas=1.1.4
-  - conda-forge::pandoc=2.11.1.1
+  - conda-forge::packaging=20.8
+  - conda-forge::pandas=1.1.5
+  - conda-forge::pandoc=2.11.3
   - conda-forge::pandocfilters=1.4.2
-  - conda-forge::panel=0.10.2
+  - conda-forge::panel=0.9.7
   - conda-forge::pango=1.42.4
   - conda-forge::param=1.10.0
   - conda-forge::parquet-cpp=1.5.1
@@ -313,14 +328,16 @@ dependencies:
   - conda-forge::pickle5=0.0.11
   - conda-forge::pickleshare=0.7.5
   - conda-forge::pillow=8.0.1
-  - conda-forge::pip=20.2.4
+  - conda-forge::pip=20.3.3
   - conda-forge::pixman=0.38.0
   - conda-forge::plac=0.9.6
   - conda-forge::pluggy=0.13.1
+  - conda-forge::pooch=1.3.0
   - conda-forge::poppler=0.87.0
   - conda-forge::poppler-data=0.4.10
+  - conda-forge::portalocker=1.7.0
   - conda-forge::postgresql=12.3
-  - conda-forge::preshed=3.0.4
+  - conda-forge::preshed=3.0.5
   - conda-forge::proj=7.0.0
   - conda-forge::prometheus_client=0.9.0
   - conda-forge::prompt-toolkit=3.0.8
@@ -328,9 +345,9 @@ dependencies:
   - conda-forge::psutil=5.7.3
   - conda-forge::pthread-stubs=0.4
   - conda-forge::ptyprocess=0.6.0
-  - conda-forge::py=1.9.0
+  - conda-forge::py=1.10.0
   - conda-forge::py-opencv=4.5.0
-  - rapidsai::py-xgboost=1.2.0dev.rapidsai0.16
+  - rapidsai::py-xgboost=1.3.0dev.rapidsai0.17
   - conda-forge::pyarrow=1.0.1
   - conda-forge::pyasn1=0.4.8
   - conda-forge::pyasn1-modules=0.2.7
@@ -339,17 +356,17 @@ dependencies:
   - conda-forge::pyct-core=0.4.6
   - conda-forge::pydeck=0.5.0
   - conda-forge::pyee=7.0.4
-  - conda-forge::pygments=2.7.2
+  - conda-forge::pygments=2.7.3
   - conda-forge::pyjwt=1.7.1
   - conda-forge::pynvml=8.0.4
-  - conda-forge::pyopenssl=19.1.0
+  - conda-forge::pyopenssl=20.0.1
   - conda-forge::pyparsing=2.4.7
   - conda-forge::pyppeteer=0.2.2
   - conda-forge::pyproj=2.6.1.post1
   - conda-forge::pyqt=5.12.3
   - conda-forge::pyrsistent=0.17.3
   - conda-forge::pysocks=1.7.1
-  - conda-forge::pytest=6.1.2
+  - conda-forge::pytest=6.2.1
   - conda-forge::python=3.7.8
   - conda-forge::python-confluent-kafka=1.5.0
   - conda-forge::python-dateutil=2.8.1
@@ -358,7 +375,7 @@ dependencies:
   - conda-forge::python-snappy=0.5.4
   - conda-forge::python_abi=3.7
   - conda-forge::pythreejs=2.2.1
-  - pytorch::pytorch=1.7.0
+  - pytorch::pytorch=1.7.1
   - conda-forge::pytz=2020.4
   - conda-forge::pyviz_comms=0.7.6
   - conda-forge::pywavelets=1.1.1
@@ -366,22 +383,23 @@ dependencies:
   - conda-forge::pyzmq=20.0.0
   - conda-forge::qt=5.12.5
   - conda-forge::rapidjson=1.1.0
-  - rapidsai::rapids=0.16.0
-  - rapidsai::rapids-xgboost=0.16.0
+  - rapidsai::rapids=0.17.0
+  - rapidsai::rapids-xgboost=0.17.0
   - conda-forge::re2=2020.11.01
   - conda-forge::readline=8.0
   - conda-forge::regex=2020.11.13
-  - conda-forge::requests=2.25.0
+  - conda-forge::requests=2.25.1
   - conda-forge::requests-oauthlib=1.3.0
   - conda-forge::rhash=1.3.6
-  - rapidsai::rmm=0.16.0
+  - rapidsai::rmm=0.17.0
   - conda-forge::rsa=4.6
-  - conda-forge::rtree=0.9.4
-  - conda-forge::scikit-image=0.17.2
+  - conda-forge::rtree=0.9.5
+  - conda-forge::scikit-image=0.18.0
   - conda-forge::scikit-learn=0.23.2
   - conda-forge::scipy=1.5.3
   - conda-forge::seaborn=0.11.0
   - conda-forge::seaborn-base=0.11.0
+  - conda-forge::secretstorage=3.3.0
   - conda-forge::send2trash=1.5.0
   - conda-forge::setuptools=49.6.0
   - conda-forge::shapely=1.7.1
@@ -390,10 +408,10 @@ dependencies:
   - conda-forge::snappy=1.1.8
   - conda-forge::sortedcontainers=2.3.0
   - conda-forge::soupsieve=2.0.1
-  - conda-forge::spacy=2.3.2
+  - conda-forge::spacy=2.3.5
   - conda-forge::spdlog=1.7.0
-  - conda-forge::sqlite=3.33.0
-  - conda-forge::srsly=1.0.4
+  - conda-forge::sqlite=3.34.0
+  - conda-forge::srsly=1.0.5
   - conda-forge::statsmodels=0.12.1
   - conda-forge::streamz=0.6.1
   - conda-forge::tbb=2020.2
@@ -406,17 +424,17 @@ dependencies:
   - conda-forge::termcolor=1.1.0
   - conda-forge::terminado=0.9.1
   - conda-forge::testpath=0.4.4
-  - conda-forge::thinc=7.4.1
+  - conda-forge::thinc=7.4.5
   - conda-forge::threadpoolctl=2.1.0
   - conda-forge::thrift=0.11.0
-  - conda-forge::tifffile=2020.10.1
+  - conda-forge::tifffile=2020.12.8
   - conda-forge::tiledb=1.7.7
   - conda-forge::tk=8.6.10
   - conda-forge::toml=0.10.2
   - conda-forge::toolz=0.11.1
   - anaconda::torchvision=0.2.1
   - conda-forge::tornado=6.1
-  - conda-forge::tqdm=4.52.0
+  - conda-forge::tqdm=4.54.1
   - conda-forge::traitlets=4.3.3
   - conda-forge::traittypes=0.2.1
   - conda-forge::treelite=0.93
@@ -424,24 +442,24 @@ dependencies:
   - conda-forge::typing=3.7.4.3
   - conda-forge::typing-extensions=3.7.4.3
   - conda-forge::typing_extensions=3.7.4.3
-  - conda-forge::tzcode=2020a
+  - conda-forge::tzcode=2020d
   - rapidsai::ucx=1.8.1+g6b29558
   - rapidsai::ucx-proc=1.0.0
-  - rapidsai::ucx-py=0.16.0
-  - conda-forge::urllib3=1.25.11
+  - rapidsai::ucx-py=0.17.0
+  - conda-forge::urllib3=1.26.2
   - conda-forge::wasabi=0.8.0
   - conda-forge::wcwidth=0.2.5
   - conda-forge::webencodings=0.5.1
   - conda-forge::websocket-client=0.57.0
   - conda-forge::websockets=8.1
   - conda-forge::werkzeug=1.0.1
-  - conda-forge::wheel=0.35.1
+  - conda-forge::wheel=0.36.2
   - conda-forge::widgetsnbextension=3.5.1
   - conda-forge::wrapt=1.12.1
   - conda-forge::x264=1!152.20180806
-  - conda-forge::xarray=0.16.1
+  - conda-forge::xarray=0.16.2
   - conda-forge::xerces-c=3.2.2
-  - rapidsai::xgboost=1.2.0dev.rapidsai0.16
+  - rapidsai::xgboost=1.3.0dev.rapidsai0.17
   - conda-forge::xorg-kbproto=1.0.7
   - conda-forge::xorg-libice=1.0.10
   - conda-forge::xorg-libsm=1.2.3
diff --git a/environments/data-science-stack.env b/environments/data-science-stack.env
index 4b6fa45..d3dd780 100644
--- a/environments/data-science-stack.env
+++ b/environments/data-science-stack.env
@@ -7,13 +7,16 @@
 -c defaults
 "conda-forge::python=3.7"
 "nvidia::cudatoolkit=11.0"
-"rapidsai::rapids=0.16"
+"rapidsai::rapids=0.17"
+conda-forge::adlfs
 conda-forge::cffi
 anaconda::chainer
 conda-forge::cmake
+conda-forge::dask-glm
 conda-forge::dask-kubernetes
 conda-forge::dask-jobqueue
 conda-forge::dask-labextension
+conda-forge::dask-ml
 fastai:fastai
 conda-forge::fastparquet
 conda-forge::flatbuffers
@@ -23,6 +26,7 @@ conda-forge::ipython
 conda-forge::ipyvolume
 conda-forge::ipywidgets
 conda-forge::jupyterlab
+conda-forge::jupyterlab-nvdashboard
 conda-forge::lapack
 conda-forge::lime
 conda-forge::matplotlib