Training
Learning path
This learning path aims to explain learners how to deploy AI at the edge using Azure services.
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Applies to: SQL Server 2019 (15.x)
The following release notes apply to SQL Server 2019 Big Data Clusters cumulative update 13 (CU13).
SQL Server Big Data Clusters CU13 includes important changes and capabilities:
Apache Spark 3.1.2 and the SQL Server Big Data Clusters runtime for Apache Spark
Caution
Before upgrading make sure to review the Spark 3 upgrade guide.
Delta Lake 1.0.0 available out-of-the-box. Additional libraries don't need to be installed and loaded. Read more at Delta Lake on SQL Server Big Data Clusters
Custom time zone configuration for all services. Read more at How to configure big data clusters settings post deployment
Password rotation for big data cluster autogenerated Active Directory service accounts
For detailed SQL Server engine changes, check the official SQL Server CU13 knowledge base article.
Note
Due to the runtime for Apache Spark, starting with SQL Server Big Data Clusters CU13, some container image sizes increased considerably (two fold for the mssql-hadoop container, for example). Average cluster upgrade time might be impacted by this.
SQL Server Big Data Clusters CU13 was tested on the following environment combinations:
Container OS | Kubernetes API | Runtime | Data Storage | Log Storage |
---|---|---|---|---|
Ubuntu 20.04 LTS | 1.20 | containerd 1.4.6 CRI-O 1.20.0 |
Block only | Block only |
Reference Architecture White Papers for SQL Server Big Data Clusters can be found on the following pages:
Component | Version |
---|---|
collectd | 5.12.0 |
InfluxDB | 1.8.3 |
Elasticsearch | 7.9.1 |
opendistro-elasticsearch-security | 1.10.1.0 |
Fluent Bit | 1.6.3 |
Grafana | 7.3.6 |
Hadoop HDFS DataNode HDFS NameNode |
3.1 |
Hive (Metastore) | 2.3 |
Kibana | 7.9.1 |
Knox | 1.4.0 |
Livy | 0.7 |
Openresty (Nginx) | 1.17.8-2 |
Spark | 3.1.2 |
Telegraf | 1.16.1 |
ZooKeeper | 3.5.8 |
Library | Version | Library | Version | Library | Version |
---|---|---|---|---|---|
_libgcc_mutex | 0.1 | keras-applications | 1.0.8 | python | 3.8.10 |
_openmp_mutex | 4.5 | keras-preprocessing | 1.1.2 | pytorch | 1.8.1 |
_py-xgboost-mutex | 2 | keras2onnx | 1.6.5 | pyqt | 5.12.3 |
abseil-cpp | 20210324 | kiwisolver | 1.3.1 | pyqt-impl | 5.12.3 |
absl-py | 0.13.0 | koalas | 1.8.0 | pyqt5-sip | 4.19.18 |
adal | 1.2.7 | krb5 | 1.19.1 | pyqtchart | 5.12 |
adlfs | 0.7.7 | lcms2 | 2.12 | pyqtwebengine | 5.12.1 |
aiohttp | 3.7.4.post0 | ld_impl_linux-64 | 2.36.1 | pysocks | 1.7.1 |
alsa-lib | 1.2.3 | lerc | 2.2.1 | python-dateutil | 2.8.1 |
appdirs | 1.4.4 | liac-arff | 2.5.0 | python-flatbuffers | 1.12 |
arrow-cpp | 3.0.0 | libaec | 1.0.5 | python_abi | 3.8 |
astor | 0.8.1 | libblas | 3.9.0 | pytz | 2021.1 |
astunparse | 1.6.3 | libbrotlicommon | 1.0.9 | pyu2f | 0.1.5 |
async-timeout | 3.0.1 | libbrotlidec | 1.0.9 | pywavelets | 1.1.1 |
attrs | 21.2.0 | libbrotlienc | 1.0.9 | pyyaml | 5.4.1 |
aws-c-cal | 0.5.11 | libcblas | 3.9.0 | pyzmq | 22.1.0 |
aws-c-common | 0.6.2 | libclang | 11.1.0 | qt | 5.12.9 |
aws-c-event-stream | 0.2.7 | libcurl | 7.77.0 | re2 | 2021.04.01 |
aws-c-io | 0.10.5 | libdeflate | 1.7 | readline | 8.1 |
aws-checksums | 0.1.11 | libedit | 3.1.20210216 | regex | 2021.7.6 |
aws-sdk-cpp | 1.8.186 | libev | 4.33 | requests | 2.25.1 |
azure-datalake-store | 0.0.51 | libevent | 2.1.10 | requests-oauthlib | 1.3.0 |
azure-identity | 2021.03.15b1 | libffi | 3.3 | retrying | 1.3.3 |
azure-storage-blob | 12.8.1 | libgcc-ng | 9.3.0 | rsa | 4.7.2 |
backcall | 0.2.0 | libgfortran-ng | 9.3.0 | ruamel_yaml | 0.15.100 |
backports | 1 | libgfortran5 | 9.3.0 | s2n | 1.0.10 |
backports.functools_lru_cache | 1.6.4 | libglib | 2.68.3 | salib | 1.3.11 |
beautifulsoup4 | 4.9.3 | libiconv | 1.16 | scikit-image | 0.18.1 |
blas | 2.109 | liblapack | 3.9.0 | scikit-learn | 0.23.2 |
blas-devel | 3.9.0 | liblapacke | 3.9.0 | scipy | 1.5.3 |
blinker | 1.4 | libllvm10 | 10.0.1 | seaborn | 0.11.1 |
blosc | 1.21.0 | libllvm11 | 11.1.0 | seaborn-base | 0.11.1 |
bokeh | 2.3.2 | libnghttp2 | 1.43.0 | setuptools | 49.6.0 |
brotli | 1.0.9 | libogg | 1.3.5 | shap | 0.39.0 |
brotli-bin | 1.0.9 | libopus | 1.3.1 | six | 1.16.0 |
brotli-python | 1.0.9 | libpng | 1.6.37 | skl2onnx | 1.8.0.1 |
brotlipy | 0.7.0 | libpq | 13.3 | sklearn-pandas | 2.2.0 |
brunsli | 0.1 | libprotobuf | 3.15.8 | slicer | 0.0.7 |
bzip2 | 1.0.8 | libsodium | 1.0.18 | smart_open | 5.1.0 |
c-ares | 1.17.1 | libssh2 | 1.9.0 | smmap | 3.0.5 |
ca-certificates | 2021.7.5 | libstdcxx-ng | 9.3.0 | snappy | 1.1.8 |
cachetools | 4.2.2 | libthrift | 0.14.1 | soupsieve | 2.2.1 |
cairo | 1.16.0 | libtiff | 4.2.0 | sqlite | 3.36.0 |
certifi | 2021.5.30 | libutf8proc | 2.6.1 | statsmodels | 0.12.2 |
cffi | 1.14.5 | libuuid | 2.32.1 | tabulate | 0.8.9 |
chardet | 4.0.0 | libuv | 1.41.1 | tenacity | 7.0.0 |
charls | 2.2.0 | libvorbis | 1.3.7 | tensorboard | 2.4.1 |
click | 8.0.1 | libwebp-base | 1.2.0 | tensorboard-plugin-wit | 1.8.0 |
cloudpickle | 1.6.0 | libxcb | 1.14 | tensorflow | 2.4.1 |
conda | 4.9.2 | libxgboost | 1.4.0 | tensorflow-base | 2.4.1 |
conda-package-handling | 1.7.3 | libxkbcommon | 1.0.3 | tensorflow-estimator | 2.4.0 |
configparser | 5.0.2 | libxml2 | 2.9.12 | termcolor | 1.1.0 |
cryptography | 3.4.7 | libzopfli | 1.0.3 | textblob | 0.15.3 |
cudatoolkit | 11.1.1 | lightgbm | 3.2.1 | threadpoolctl | 2.1.0 |
cycler | 0.10.0 | lime | 0.2.0.1 | tifffile | 2021.4.8 |
cython | 0.29.23 | llvm-openmp | 11.1.0 | tk | 8.6.10 |
cytoolz | 0.11.0 | llvmlite | 0.36.0 | toolz | 0.11.1 |
dash | 1.20.0 | locket | 0.2.1 | tornado | 6.1 |
dash-core-components | 1.16.0 | lz4-c | 1.9.3 | tqdm | 4.61.2 |
dash-html-components | 1.1.3 | markdown | 3.3.4 | traitlets | 5.0.5 |
dash-renderer | 1.9.1 | markupsafe | 2.0.1 | typing-extensions | 3.10.0.0 |
dash-table | 4.11.3 | matplotlib | 3.4.2 | typing_extensions | 3.10.0.0 |
dash_cytoscape | 0.2.0 | matplotlib-base | 3.4.2 | unixodbc | 2.3.9 |
dask-core | 2021.6.2 | matplotlib-inline | 0.1.2 | urllib3 | 1.26.4 |
databricks-cli | 0.12.1 | mkl | 2021.2.0 | wcwidth | 0.2.5 |
dataclasses | 0.8 | mkl-devel | 2021.2.0 | webencodings | 0.5.1 |
dbus | 1.13.18 | mkl-include | 2021.2.0 | werkzeug | 2.0.1 |
debugpy | 1.3.0 | mleap | 0.17.0 | wheel | 0.36.2 |
decorator | 4.4.2 | mlflow-skinny | 1.18.0 | wrapt | 1.12.1 |
dill | 0.3.4 | msal | 2021.06.08 | xgboost | 1.4.0 |
entrypoints | 0.3 | msal-extensions | 2021.06.08 | xorg-kbproto | 1.0.7 |
et_xmlfile | 1.1.0 | msrest | 2021.06.01 | xorg-libice | 1.0.10 |
expat | 2.4.1 | multidict | 5.1.0 | xorg-libsm | 1.2.3 |
fire | 0.4.0 | mysql-common | 8.0.25 | xorg-libx11 | 1.7.2 |
flask | 2.0.1 | mysql-libs | 8.0.25 | xorg-libxext | 1.3.4 |
flask-compress | 1.10.1 | ncurses | 6.2 | xorg-libxrender | 0.9.10 |
fontconfig | 2.13.1 | networkx | 2.5.1 | xorg-renderproto | 0.11.1 |
freetype | 2.10.4 | ninja | 1.10.2 | xorg-xextproto | 7.3.0 |
fsspec | 2021.6.1 | nltk | 3.6.2 | xorg-xproto | 7.0.31 |
future | 0.18.2 | nspr | 4.3 | xz | 5.2.5 |
gast | 0.3.3 | nss | 3.67 | yaml | 0.2.5 |
gensim | 3.8.3 | numba | 0.53.1 | yarl | 1.6.3 |
geographiclib | 1.52 | numpy | 1.19.4 | zeromq | 4.3.4 |
geopy | 2.1.0 | oauthlib | 3.1.1 | zfp | 0.5.5 |
gettext | 0.21.0 | olefile | 0.46 | zipp | 3.5.0 |
gevent | 21.1.2 | onnx | 1.9.0 | zlib | 1.2.11 |
gflags | 2.2.2 | onnxconverter-common | 1.7.0 | zope.event | 4.5.0 |
giflib | 5.2.1 | onnxmltools | 1.7.0 | zope.interface | 5.4.0 |
gitdb | 4.0.7 | onnxruntime | 1.7.2 | zstd | 1.4.9 |
gitpython | 3.1.18 | openjpeg | 2.4.0 | azure-common | 1.1.27 |
glib | 2.68.3 | openpyxl | 3.0.7 | azure-core | 1.16.0 |
glib-tools | 2.68.3 | openssl | 1.1.1k | azure-graphrbac | 0.61.1 |
glog | 0.5.0 | opt_einsum | 3.3.0 | azure-mgmt-authorization | 0.61.0 |
gobject-introspection | 1.68.0 | orc | 1.6.7 | azure-mgmt-containerregistry | 8.0.0 |
google-auth | 1.32.1 | packaging | 21 | azure-mgmt-core | 1.3.0 |
google-auth-oauthlib | 0.4.1 | pandas | 1.2.3 | azure-mgmt-keyvault | 2.2.0 |
google-pasta | 0.2.0 | parquet-cpp | 1.5.1 | azure-mgmt-resource | 13.0.0 |
greenlet | 1.1.0 | parso | 0.8.2 | azure-mgmt-storage | 11.2.0 |
grpc-cpp | 1.37.1 | partd | 1.2.0 | azureml-core | 1.29.0.post1 |
grpcio | 1.37.1 | patsy | 0.5.1 | azureml-mlflow | 1.29.0 |
gst-plugins-base | 1.18.4 | pcre | 8.45 | backports-tempfile | 1 |
gstreamer | 1.18.4 | pexpect | 4.8.0 | backports-weakref | 1.0.post1 |
h5py | 2.10.0 | pickleshare | 0.7.5 | contextlib2 | 0.6.0.post1 |
hdf5 | 1.10.6 | pillow | 8.2.0 | docker | 4.4.4 |
html5lib | 1.1 | pip | 21.1.1 | jeepney | 0.6.0 |
hummingbird-ml | 0.4.0 | pixman | 0.40.0 | jmespath | 0.10.0 |
icu | 68.1 | plotly | 4.14.3 | jsonpickle | 2.0.0 |
idna | 2.1 | pmdarima | 1.8.2 | msrestazure | 0.6.4 |
imagecodecs | 2021.3.31 | pooch | 1.4.0 | mypy | 0.78 |
imageio | 2.9.0 | portalocker | 1.7.1 | mypy-extensions | 0.4.3 |
importlib-metadata | 4.6.1 | prompt-toolkit | 3.0.19 | ndg-httpsclient | 0.5.1 |
intel-openmp | 2021.2.0 | protobuf | 3.15.8 | pandasql | 0.7.3 |
interpret | 0.2.4 | psutil | 5.8.0 | pathspec | 0.8.1 |
interpret-core | 0.2.4 | ptyprocess | 0.7.0 | ruamel-yaml | 0.17.4 |
ipykernel | 6.0.1 | py-xgboost | 1.4.0 | ruamel-yaml-clib | 0.2.6 |
ipython | 7.23.1 | py4j | 0.10.9 | secretstorage | 3.3.1 |
ipython_genutils | 0.2.0 | pyarrow | 3.0.0 | sqlalchemy | 1.4.20 |
isodate | 0.6.0 | pyasn1 | 0.4.8 | typed-ast | 1.4.3 |
itsdangerous | 2.0.1 | pyasn1-modules | 0.2.8 | torchvision | 0.9.1 |
jdcal | 1.4.1 | pycairo | 1.20.1 | websocket-client | 1.1.0 |
jedi | 0.18.0 | pycosat | 0.6.3 | ||
jinja2 | 3.0.1 | pycparser | 2.2 | ||
joblib | 1.0.1 | pygments | 2.9.0 | ||
jpeg | 9d | pygobject | 3.40.1 | ||
jupyter_client | 6.1.12 | pyjwt | 2.1.0 | ||
jupyter_core | 4.7.1 | pyodbc | 4.0.30 | ||
jxrlib | 1.1 | pyopenssl | 20.0.1 | ||
pyspark | 3.1.2 | pyparsing | 2.4.7 |
Library | Version | Library | Version | Library | Version |
---|---|---|---|---|---|
CompatibilityAPI | 1.1.0 | crayon | 1.3.4 | plogr | 0.2.0 |
MicrosoftML | 9.4.7 | curl | 3.3 | plyr | 1.8.4 |
RevoPemaR | 10.0.0 | datasets | 3.5.2 | png | 0.1-7 |
RevoScaleR | 9.4.7 | dbplyr | 1.2.2 | promises | 1.0.1 |
RevoTreeView | 10.0.0 | deployrRserve | 9.0.0 | psych | 1.8.10 |
doRSR | 10.0.0 | digest | 0.6.18 | purrr | 0.2.5 |
mrsdeploy | 1.1.3 | doParallel | 1.0.14 | r2d3 | 0.2.3 |
sqlrutils | 1.0.0 | dplyr | 0.7.8 | rappdirs | 0.3.1 |
BH | 1.69.0-1 | fansi | 0.4.0 | readr | 1.3.1 |
DBI | 1.0.0 | foreach | 1.5.1 | reshape2 | 1.4.3 |
KernSmooth | 2.23-15 | foreign | 0.8-71 | rlang | 0.3.1 |
MASS | 7.3-51.1 | forge | 0.1.0 | rpart | 4.1-13 |
Matrix | 1.2-15 | generics | 0.0.2 | rprojroot | 1.3-2 |
MicrosoftR | 3.5.2 | glue | 1.3.0 | rstudioapi | 0.9.0 |
R6 | 2.3.0 | grDevices | 3.5.2 | shiny | 1.2.0 |
RUnit | 0.4.26 | graphics | 3.5.2 | sourcetools | 0.1.7 |
Rcpp | 1.0.0 | grid | 3.5.2 | sparklyr | 0.9.4 |
RevoIOQ | 10.0.1 | hms | 0.4.2 | spatial | 7.3-11 |
RevoMods | 11.0.1 | htmltools | 0.3.6 | splines | 3.5.2 |
RevoUtils | 11.0.2 | htmlwidgets | 1.3 | stats | 3.5.2 |
RevoUtilsMath | 11.0.0 | httpuv | 1.4.5.1 | stats4 | 3.5.2 |
askpass | 1.1 | httr | 1.4.0 | stringi | 1.2.4 |
assertthat | 0.2.0 | iterators | 1.0.11 | stringr | 1.3.1 |
backports | 1.1.3 | jsonlite | 1.5 | survival | 2.43-3 |
base | 3.5.2 | later | 0.7.5 | sys | 2.1 |
base64enc | 0.1-3 | lattice | 0.20-38 | tcltk | 3.5.2 |
bindr | 0.1.1 | lazyeval | 0.2.1 | tibble | 2.0.1 |
bindrcpp | 0.2.2 | magrittr | 1.5 | tidyr | 0.8.2 |
boot | 1.3-20 | methods | 3.5.2 | tidyselect | 0.2.5 |
broom | 0.5.1 | mgcv | 1.8-26 | tools | 3.5.2 |
checkpoint | 0.4.4 | mime | 0.6 | utf8 | 1.1.4 |
class | 7.3-14 | mnormt | 1.5-5 | utils | 3.5.2 |
cli | 1.0.1 | nlme | 3.1-137 | withr | 2.1.2 |
clipr | 0.5.0 | nnet | 7.3-12 | xml2 | 1.2.0 |
cluster | 2.0.7-1 | openssl | 1.2.1 | xtable | 1.8-3 |
codetools | 0.2-15 | parallel | 3.5.2 | yaml | 2.2.0 |
compiler | 3.5.2 | pillar | 1.3.1 | ||
config | 0.3 | pkgconfig | 2.0.2 |
Library | Version | Library | Version | Library | Version |
---|---|---|---|---|---|
revoscalepy | 9.4.7 | pycurl | 7.43.0.2 | jupyter-client | 5.2.4 |
microsoftml | 9.4.7 | pycrypto | 2.6.1 | jsonschema | 2.6.0 |
zipp | 0.5.2 | pycparser | 2.19 | Jinja2 | 2.10.1 |
zict | 1.0.0 | pycosat | 0.6.3 | jedi | 0.15.1 |
xlwt | 1.3.0 | py | 1.8.0 | jdcal | 1.4 |
XlsxWriter | 1.1.2 | ptyprocess | 0.6.0 | itsdangerous | 1.1.0 |
xlrd | 1.2.0 | psutil | 5.4.8 | ipywidgets | 7.4.2 |
wrapt | 1.11.2 | prompt-toolkit | 2.0.7 | ipython | 7.2.0 |
widgetsnbextension | 3.4.2 | prometheus-client | 0.7.1 | ipython-genutils | 0.2.0 |
wheel | 0.33.4 | pluggy | 0.12.0 | ipykernel | 4.9.0 |
Werkzeug | 0.15.5 | plotly | 4.0.0 | importlib-metadata | 0.19 |
webencodings | 0.5.1 | pkginfo | 1.5.0.1 | imagesize | 1.1.0 |
wcwidth | 0.1.7 | pip | 18.1 | imageio | 2.5.0 |
urllib3 | 1.24.2 | Pillow | 6.1.0 | idna | 2.8 |
unicodecsv | 0.14.1 | pickleshare | 0.7.5 | heapdict | 1.0.0 |
traitlets | 4.3.2 | pexpect | 4.7.0 | hdijupyterutils | 0.12.9 |
tornado | 6.0.3 | patsy | 0.5.1 | h5py | 2.9.0 |
toolz | 0.9.0 | pathlib2 | 2.3.3 | gmpy2 | 2.0.8 |
testpath | 0.4.2 | path.py | 11.5.0 | Flask | 1.1.1 |
terminado | 0.8.2 | partd | 0.3.9 | Flask-Cors | 3.0.8 |
tblib | 1.4.0 | parso | 0.5.1 | fastcache | 1.1.0 |
tables | 3.5.2 | pandocfilters | 1.4.2 | et-xmlfile | 1.0.1 |
sympy | 1.3 | pandasql | 0.7.3 | entrypoints | 0.3 |
statsmodels | 0.9.0 | pandas | 0.23.4 | docutils | 0.15.2 |
sqlparse | 0.2.4 | pandas-datareader | 0.7.0 | distributed | 1.28.1 |
SQLAlchemy | 1.2.15 | packaging | 19.1 | dill | 0.2.8.2 |
sphinxcontrib-websupport | 1.1.2 | openpyxl | 2.5.12 | defusedxml | 0.6.0 |
Sphinx | 1.8.2 | olefile | 0.46 | decorator | 4.4.0 |
sparkmagic | 0.12.6 | odo | 0.5.1 | datashape | 0.5.4 |
sortedcontainers | 2.1.0 | numpydoc | 0.8.0 | dask | 1.2.2 |
snowballstemmer | 1.9.0 | numpy | 1.15.4 | cytoolz | 0.9.0.1 |
six | 1.12.0 | numexpr | 2.6.9 | Cython | 0.29.2 |
setuptools | 41.0.1 | numba | 0.42.0 | cycler | 0.10.0 |
Send2Trash | 1.5.0 | notebook | 5.7.8 | cryptography | 2.5 |
seaborn | 0.9.0 | nltk | 3.4 | configobj | 5.0.6 |
scipy | 1.1.0 | networkx | 2.2 | conda | 4.5.12 |
scikit-learn | 0.20.2 | nbformat | 4.4.0 | cloudpickle | 0.6.1 |
scikit-image | 0.14.1 | nbconvert | 5.5.0 | Click | 7.0 |
ruamel-yaml | 0.15.46 | multipledispatch | 0.6.0 | chest | 0.2.3 |
retrying | 1.3.3 | msgpack | 0.6.1 | chardet | 3.0.4 |
requests | 2.21.0 | mpmath | 1.1.0 | cffi | 1.12.3 |
requests-kerberos | 0.12.0 | more-itertools | 7.2.0 | certifi | 2019.6.16 |
qtconsole | 4.5.3 | mock | 3.0.5 | Bottleneck | 1.2.1 |
pyzmq | 18.1.0 | mkl-random | 1.0.2 | bokeh | 1.0.3 |
PyYAML | 5.1.2 | mkl-fft | 1.0.10 | bleach | 3.1.0 |
PyWavelets | 1.0.3 | mistune | 0.8.4 | blaze | 0.11.3 |
pytz | 2019.2 | matplotlib | 3.0.2 | backports.os | 0.1.1 |
python-dateutil | 2.8.0 | MarkupSafe | 1.1.0 | backcall | 0.1.0 |
pytest | 4.0.2 | lxml | 4.3.0 | Babel | 2.7.0 |
PySocks | 1.7.0 | locket | 0.2.0 | azureml-model-management-sdk | 1.0.1b10 |
pyparsing | 2.4.2 | llvmlite | 0.27.0 | autovizwidget | 0.12.9 |
pyOpenSSL | 19.0.0 | liac-arff | 2.4.0 | attrs | 19.1.0 |
pyodbc | 4.0.25 | kiwisolver | 1.1.0 | atomicwrites | 1.3.0 |
pykerberos | 1.2.1 | jupyter | 1.0.0 | asn1crypto | 0.24.0 |
PyJWT | 1.7.1 | jupyter-core | 4.5.0 | alabaster | 0.7.12 |
Pygments | 2.4.2 | jupyter-console | 6.0.0 | adal | 1.2.2 |
Library | Version | Library | Version | Library | Version |
---|---|---|---|---|---|
CompatibilityAPI | 1.1.0 | crayon | 1.3.4 | plogr | 0.2.0 |
MicrosoftML | 9.4.7 | curl | 3.3 | plyr | 1.8.4 |
RevoPemaR | 10.0.0 | datasets | 3.5.2 | png | 0.1-7 |
RevoScaleR | 9.4.7 | dbplyr | 1.2.2 | promises | 1.0.1 |
RevoTreeView | 10.0.0 | deployrRserve | 9.0.0 | psych | 1.8.10 |
doRSR | 10.0.0 | digest | 0.6.18 | purrr | 0.2.5 |
mrsdeploy | 1.1.3 | doParallel | 1.0.14 | r2d3 | 0.2.3 |
sqlrutils | 1.0.0 | dplyr | 0.7.8 | rappdirs | 0.3.1 |
BH | 1.69.0-1 | fansi | 0.4.0 | readr | 1.3.1 |
DBI | 1.0.0 | foreach | 1.5.1 | reshape2 | 1.4.3 |
KernSmooth | 2.23-15 | foreign | 0.8-71 | rlang | 0.3.1 |
MASS | 7.3-51.1 | forge | 0.1.0 | rpart | 4.1-13 |
Matrix | 1.2-15 | generics | 0.0.2 | rprojroot | 1.3-2 |
MicrosoftR | 3.5.2 | glue | 1.3.0 | rstudioapi | 0.9.0 |
R6 | 2.3.0 | grDevices | 3.5.2 | shiny | 1.2.0 |
RUnit | 0.4.26 | graphics | 3.5.2 | sourcetools | 0.1.7 |
Rcpp | 1.0.0 | grid | 3.5.2 | sparklyr | 0.9.4 |
RevoIOQ | 10.0.1 | hms | 0.4.2 | spatial | 7.3-11 |
RevoMods | 11.0.1 | htmltools | 0.3.6 | splines | 3.5.2 |
RevoUtils | 11.0.2 | htmlwidgets | 1.3 | stats | 3.5.2 |
RevoUtilsMath | 11.0.0 | httpuv | 1.4.5.1 | stats4 | 3.5.2 |
askpass | 1.1 | httr | 1.4.0 | stringi | 1.2.4 |
assertthat | 0.2.0 | iterators | 1.0.11 | stringr | 1.3.1 |
backports | 1.1.3 | jsonlite | 1.5 | survival | 2.43-3 |
base | 3.5.2 | later | 0.7.5 | sys | 2.1 |
base64enc | 0.1-3 | lattice | 0.20-38 | tcltk | 3.5.2 |
bindr | 0.1.1 | lazyeval | 0.2.1 | tibble | 2.0.1 |
bindrcpp | 0.2.2 | magrittr | 1.5 | tidyr | 0.8.2 |
boot | 1.3-20 | methods | 3.5.2 | tidyselect | 0.2.5 |
broom | 0.5.1 | mgcv | 1.8-26 | tools | 3.5.2 |
checkpoint | 0.4.4 | mime | 0.6 | utf8 | 1.1.4 |
class | 7.3-14 | mnormt | 1.5-5 | utils | 3.5.2 |
cli | 1.0.1 | nlme | 3.1-137 | withr | 2.1.2 |
clipr | 0.5.0 | nnet | 7.3-12 | xml2 | 1.2.0 |
cluster | 2.0.7-1 | openssl | 1.2.1 | xtable | 1.8-3 |
codetools | 0.2-15 | parallel | 3.5.2 | yaml | 2.2.0 |
compiler | 3.5.2 | pillar | 1.3.1 | ||
config | 0.3 | pkgconfig | 2.0.2 |
For more information about SQL Server Big Data Clusters, see Introducing SQL Server Big Data Clusters
Training
Learning path
This learning path aims to explain learners how to deploy AI at the edge using Azure services.