0 Configuration.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Configuration Azure ML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src='https://github.com/retkowsky/images/blob/master/AzureMLservicebanniere.png?raw=true'>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Infos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Version Python : 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) \n",
      "[GCC 7.3.0]\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "print(\"Version Python :\", sys.version)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date : 2020-09-22 12:21:53.540098\n"
     ]
    }
   ],
   "source": [
    "import datetime\n",
    "maintenant = datetime.datetime.now()\n",
    "print('Date :', maintenant)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Platforme': 'Linux',\n",
       " 'Platforme-release': '4.15.0-1089-azure',\n",
       " 'Platforme-version': '#99~16.04.1-Ubuntu SMP Fri Jun 5 15:30:32 UTC 2020',\n",
       " 'Architecture': 'x86_64',\n",
       " 'Hostname': 'notebooksjupyter',\n",
       " 'IP-address': '127.0.0.1',\n",
       " 'MAC-address': '00:0d:3a:ac:8d:9a',\n",
       " 'Processeur': 'x86_64',\n",
       " 'RAM': '55 Go'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import platform,socket,re,uuid,json,psutil,logging\n",
    "\n",
    "def getSystemInfo():\n",
    "    try:\n",
    "        info={}\n",
    "        info['Platforme']=platform.system()\n",
    "        info['Platforme-release']=platform.release()\n",
    "        info['Platforme-version']=platform.version()\n",
    "        info['Architecture']=platform.machine()\n",
    "        info['Hostname']=socket.gethostname()\n",
    "        info['IP-address']=socket.gethostbyname(socket.gethostname())\n",
    "        info['MAC-address']=':'.join(re.findall('..', '%012x' % uuid.getnode()))\n",
    "        info['Processeur']=platform.processor()\n",
    "        info['RAM']=str(round(psutil.virtual_memory().total / (1024.0 **3)))+\" Go\"\n",
    "        return json.dumps(info)\n",
    "    except Exception as e:\n",
    "        logging.exception(e)\n",
    "\n",
    "json.loads(getSystemInfo())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Installation librairie AzureML service\n",
    "\n",
    "> Release notes Azure ML service : https://docs.microsoft.com/en-us/azure/machine-learning/service/azure-machine-learning-release-notes\n",
    "\n",
    "> Installation : https://docs.microsoft.com/en-us/python/api/overview/azure/ml/install?view=azure-ml-py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 Pour installer la première fois le SDK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Uniquement si vous ne disposez pas du SDK. Le SDK est installé par défaut dans une instance Notebook Jupyter Azure ML\n",
    "#pip install azureml-sdk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Redémarrer ensuite le kernel Jupyter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Pour mettre à jour Azure ML service"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pip install --upgrade azureml-sdk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Penser à mettre à jour les extras et ensuite à relancer le kernel Jupyter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pip install --upgrade azureml-sdk[automl,notebooks,explain,accel-models,services,tensorboard]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Version Azure ML installée"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from azureml.core import Workspace, Environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Version Azure ML = 1.13.0\n"
     ]
    }
   ],
   "source": [
    "import azureml.core\n",
    "print(\"Version Azure ML =\",azureml.core.VERSION)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Versions Azure ML : https://docs.microsoft.com/en-us/azure/machine-learning/azure-machine-learning-release-notes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Versions :\n",
      "- Python = 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) \n",
      "[GCC 7.3.0]\n",
      "- scipy = 1.4.1\n",
      "- numpy = 1.16.2\n",
      "- matplotlib = 3.2.2\n",
      "- pandas = 0.25.3\n",
      "- sklearn = 0.20.3\n",
      "- Azure ML = 1.13.0\n"
     ]
    }
   ],
   "source": [
    "import scipy, numpy, matplotlib, pandas, sklearn\n",
    "print(\"Versions :\")\n",
    "print('- Python = {}'.format(sys.version))\n",
    "print('- scipy = {}'.format(scipy.__version__))\n",
    "print('- numpy = {}'.format(numpy.__version__))\n",
    "print('- matplotlib = {}'.format(matplotlib.__version__))\n",
    "print('- pandas = {}'.format(pandas.__version__))\n",
    "print('- sklearn = {}'.format(sklearn.__version__))\n",
    "print(\"- Azure ML =\",azureml.core.VERSION)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Liste des packages installés"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Package                               Version\r\n",
      "------------------------------------- -------------------\r\n",
      "absl-py                               0.9.0\r\n",
      "adal                                  1.2.4\r\n",
      "aiohttp                               3.6.2\r\n",
      "alabaster                             0.7.12\r\n",
      "alembic                               1.4.2\r\n",
      "anaconda-client                       1.7.2\r\n",
      "anaconda-project                      0.8.3\r\n",
      "ansiwrap                              0.8.4\r\n",
      "antlr4-python3-runtime                4.7.2\r\n",
      "applicationinsights                   0.11.9\r\n",
      "argcomplete                           1.11.1\r\n",
      "asn1crypto                            1.0.1\r\n",
      "astor                                 0.8.1\r\n",
      "astroid                               2.3.1\r\n",
      "astropy                               3.2.1\r\n",
      "async-timeout                         3.0.1\r\n",
      "atari-py                              0.2.6\r\n",
      "atomicwrites                          1.3.0\r\n",
      "attrs                                 19.3.0\r\n",
      "autopep8                              1.5.3\r\n",
      "azure-batch                           9.0.0\r\n",
      "azure-cli                             2.8.0\r\n",
      "azure-cli-command-modules-nspkg       2.0.3\r\n",
      "azure-cli-core                        2.8.0\r\n",
      "azure-cli-nspkg                       3.0.4\r\n",
      "azure-cli-telemetry                   1.0.4\r\n",
      "azure-common                          1.1.25\r\n",
      "azure-core                            1.7.0\r\n",
      "azure-cosmos                          3.1.2\r\n",
      "azure-datalake-store                  0.0.48\r\n",
      "azure-functions-devops-build          0.0.22\r\n",
      "azure-graphrbac                       0.61.1\r\n",
      "azure-identity                        1.2.0\r\n",
      "azure-keyvault                        1.1.0\r\n",
      "azure-loganalytics                    0.1.0\r\n",
      "azure-mgmt-advisor                    2.0.1\r\n",
      "azure-mgmt-apimanagement              0.1.0\r\n",
      "azure-mgmt-appconfiguration           0.4.0\r\n",
      "azure-mgmt-applicationinsights        0.1.1\r\n",
      "azure-mgmt-authorization              0.60.0\r\n",
      "azure-mgmt-batch                      9.0.0\r\n",
      "azure-mgmt-batchai                    2.0.0\r\n",
      "azure-mgmt-billing                    0.2.0\r\n",
      "azure-mgmt-botservice                 0.2.0\r\n",
      "azure-mgmt-cdn                        4.1.0rc1\r\n",
      "azure-mgmt-cognitiveservices          6.2.0\r\n",
      "azure-mgmt-compute                    12.1.0\r\n",
      "azure-mgmt-consumption                2.0.0\r\n",
      "azure-mgmt-containerinstance          1.5.0\r\n",
      "azure-mgmt-containerregistry          2.8.0\r\n",
      "azure-mgmt-containerservice           9.0.1\r\n",
      "azure-mgmt-core                       1.0.0\r\n",
      "azure-mgmt-cosmosdb                   0.14.0\r\n",
      "azure-mgmt-datalake-analytics         0.2.1\r\n",
      "azure-mgmt-datalake-nspkg             3.0.1\r\n",
      "azure-mgmt-datalake-store             0.5.0\r\n",
      "azure-mgmt-datamigration              0.1.0\r\n",
      "azure-mgmt-deploymentmanager          0.2.0\r\n",
      "azure-mgmt-devtestlabs                4.0.0\r\n",
      "azure-mgmt-dns                        2.1.0\r\n",
      "azure-mgmt-eventgrid                  2.2.0\r\n",
      "azure-mgmt-eventhub                   4.0.0\r\n",
      "azure-mgmt-hdinsight                  1.4.0\r\n",
      "azure-mgmt-imagebuilder               0.4.0\r\n",
      "azure-mgmt-iotcentral                 3.0.0\r\n",
      "azure-mgmt-iothub                     0.12.0\r\n",
      "azure-mgmt-iothubprovisioningservices 0.2.0\r\n",
      "azure-mgmt-keyvault                   2.2.0\r\n",
      "azure-mgmt-kusto                      0.3.0\r\n",
      "azure-mgmt-loganalytics               0.6.0\r\n",
      "azure-mgmt-managedservices            1.0.0\r\n",
      "azure-mgmt-managementgroups           0.2.0\r\n",
      "azure-mgmt-maps                       0.1.0\r\n",
      "azure-mgmt-marketplaceordering        0.2.1\r\n",
      "azure-mgmt-media                      2.2.0\r\n",
      "azure-mgmt-monitor                    0.9.0\r\n",
      "azure-mgmt-msi                        0.2.0\r\n",
      "azure-mgmt-netapp                     0.8.0\r\n",
      "azure-mgmt-network                    10.2.0\r\n",
      "azure-mgmt-nspkg                      3.0.2\r\n",
      "azure-mgmt-policyinsights             0.4.0\r\n",
      "azure-mgmt-privatedns                 0.1.0\r\n",
      "azure-mgmt-rdbms                      2.2.0\r\n",
      "azure-mgmt-recoveryservices           0.4.0\r\n",
      "azure-mgmt-recoveryservicesbackup     0.6.0\r\n",
      "azure-mgmt-redhatopenshift            0.1.0\r\n",
      "azure-mgmt-redis                      7.0.0rc1\r\n",
      "azure-mgmt-relay                      0.1.0\r\n",
      "azure-mgmt-reservations               0.6.0\r\n",
      "azure-mgmt-resource                   10.1.0\r\n",
      "azure-mgmt-search                     2.1.0\r\n",
      "azure-mgmt-security                   0.4.1\r\n",
      "azure-mgmt-servicebus                 0.6.0\r\n",
      "azure-mgmt-servicefabric              0.4.0\r\n",
      "azure-mgmt-signalr                    0.3.0\r\n",
      "azure-mgmt-sql                        0.18.0\r\n",
      "azure-mgmt-sqlvirtualmachine          0.5.0\r\n",
      "azure-mgmt-storage                    11.1.0\r\n",
      "azure-mgmt-trafficmanager             0.51.0\r\n",
      "azure-mgmt-web                        0.46.0\r\n",
      "azure-multiapi-storage                0.3.5\r\n",
      "azure-nspkg                           3.0.2\r\n",
      "azure-storage-blob                    12.3.2\r\n",
      "azureml-accel-models                  1.13.0\r\n",
      "azureml-automl-core                   1.13.0\r\n",
      "azureml-automl-runtime                1.13.0\r\n",
      "azureml-cli-common                    1.9.0\r\n",
      "azureml-contrib-dataset               1.9.0\r\n",
      "azureml-contrib-fairness              1.9.0\r\n",
      "azureml-contrib-gbdt                  1.9.0\r\n",
      "azureml-contrib-interpret             1.9.0\r\n",
      "azureml-contrib-notebook              1.13.0\r\n",
      "azureml-contrib-pipeline-steps        1.13.0\r\n",
      "azureml-contrib-reinforcementlearning 1.9.0\r\n",
      "azureml-contrib-server                1.13.0\r\n",
      "azureml-contrib-services              1.13.0\r\n",
      "azureml-core                          1.13.0\r\n",
      "azureml-datadrift                     1.9.0\r\n",
      "azureml-dataprep                      2.0.7\r\n",
      "azureml-dataprep-native               20.0.2\r\n",
      "azureml-dataset-runtime               1.13.0\r\n",
      "azureml-defaults                      1.13.0\r\n",
      "azureml-explain-model                 1.13.0\r\n",
      "azureml-interpret                     1.13.0\r\n",
      "azureml-mlflow                        1.9.0\r\n",
      "azureml-model-management-sdk          1.0.1b6.post1\r\n",
      "azureml-monitoring                    0.1.0a18\r\n",
      "azureml-opendatasets                  1.9.0\r\n",
      "azureml-pipeline                      1.13.0\r\n",
      "azureml-pipeline-core                 1.13.0\r\n",
      "azureml-pipeline-steps                1.13.0\r\n",
      "azureml-samples                       0+unknown\r\n",
      "azureml-sdk                           1.13.0\r\n",
      "azureml-telemetry                     1.13.0\r\n",
      "azureml-tensorboard                   1.13.0\r\n",
      "azureml-train                         1.13.0\r\n",
      "azureml-train-automl                  1.13.0\r\n",
      "azureml-train-automl-client           1.13.0.post1\r\n",
      "azureml-train-automl-runtime          1.13.0\r\n",
      "azureml-train-core                    1.13.0\r\n",
      "azureml-train-restclients-hyperdrive  1.13.0\r\n",
      "azureml-widgets                       1.13.0\r\n",
      "Babel                                 2.7.0\r\n",
      "backcall                              0.2.0\r\n",
      "backports.os                          0.1.1\r\n",
      "backports.shutil-get-terminal-size    1.0.0\r\n",
      "backports.tempfile                    1.0\r\n",
      "backports.weakref                     1.0.post1\r\n",
      "bcrypt                                3.1.7\r\n",
      "beautifulsoup4                        4.8.0\r\n",
      "bitarray                              1.0.1\r\n",
      "bkcharts                              0.2\r\n",
      "bleach                                3.1.5\r\n",
      "blessings                             1.7\r\n",
      "bokeh                                 1.3.4\r\n",
      "boto                                  2.49.0\r\n",
      "boto3                                 1.14.18\r\n",
      "botocore                              1.17.18\r\n",
      "Bottleneck                            1.2.1\r\n",
      "cachetools                            4.1.1\r\n",
      "certifi                               2020.6.20\r\n",
      "cffi                                  1.14.0\r\n",
      "chardet                               3.0.4\r\n",
      "click                                 7.1.2\r\n",
      "cloudpickle                           1.3.0\r\n",
      "clyent                                1.2.2\r\n",
      "colorama                              0.4.3\r\n",
      "configparser                          3.7.4\r\n",
      "contextlib2                           0.6.0.post1\r\n",
      "convertdate                           2.2.1\r\n",
      "coremltools                           2.1.0\r\n",
      "cryptography                          2.9.2\r\n",
      "cssselect                             1.1.0\r\n",
      "cycler                                0.10.0\r\n",
      "Cython                                0.29.20\r\n",
      "cytoolz                               0.10.0\r\n",
      "dask                                  2.5.2\r\n",
      "databricks-cli                        0.11.0\r\n",
      "decorator                             4.4.2\r\n",
      "defusedxml                            0.6.0\r\n",
      "dill                                  0.3.2\r\n",
      "distributed                           2.5.2\r\n",
      "distro                                1.5.0\r\n",
      "dm-tree                               0.1.5\r\n",
      "docker                                4.2.2\r\n",
      "docutils                              0.15.2\r\n",
      "dotnetcore2                           2.1.14\r\n",
      "encrypted-inference                   0.9\r\n",
      "entrypoints                           0.3\r\n",
      "enum34                                1.1.10\r\n",
      "et-xmlfile                            1.0.1\r\n",
      "fabric                                2.5.0\r\n",
      "fairlearn                             0.4.6\r\n",
      "fastcache                             1.1.0\r\n",
      "fbprophet                             0.5\r\n",
      "filelock                              3.0.12\r\n",
      "fire                                  0.3.1\r\n",
      "flake8                                3.7.9\r\n",
      "Flask                                 1.0.3\r\n",
      "Flask-Cors                            3.0.8\r\n",
      "fsspec                                0.5.2\r\n",
      "fusepy                                3.0.1\r\n",
      "future                                0.18.2\r\n",
      "gast                                  0.2.2\r\n",
      "gensim                                3.8.3\r\n",
      "gevent                                1.4.0\r\n",
      "gitdb                                 4.0.5\r\n",
      "GitPython                             3.1.3\r\n",
      "glob2                                 0.7\r\n",
      "gmpy2                                 2.0.8\r\n",
      "google                                2.0.3\r\n",
      "google-auth                           1.18.0\r\n",
      "google-auth-oauthlib                  0.4.1\r\n",
      "google-pasta                          0.2.0\r\n",
      "gorilla                               0.3.0\r\n",
      "gpustat                               0.6.0\r\n",
      "greenlet                              0.4.15\r\n",
      "grpcio                                1.30.0\r\n",
      "gunicorn                              19.9.0\r\n",
      "gym                                   0.17.2\r\n",
      "h5py                                  2.9.0\r\n",
      "HeapDict                              1.0.1\r\n",
      "holidays                              0.9.11\r\n",
      "horovod                               0.16.1\r\n",
      "html5lib                              1.0.1\r\n",
      "humanfriendly                         8.2\r\n",
      "idna                                  2.10\r\n",
      "idna-ssl                              1.1.0\r\n",
      "imageio                               2.6.0\r\n",
      "imagesize                             1.1.0\r\n",
      "importlib-metadata                    1.7.0\r\n",
      "interpret-community                   0.14.3\r\n",
      "interpret-core                        0.1.21\r\n",
      "invoke                                1.4.1\r\n",
      "ipykernel                             5.3.1\r\n",
      "ipython                               7.16.1\r\n",
      "ipython-genutils                      0.2.0\r\n",
      "ipywidgets                            7.5.1\r\n",
      "isodate                               0.6.0\r\n",
      "isort                                 4.3.21\r\n",
      "itsdangerous                          1.1.0\r\n",
      "javaproperties                        0.5.1\r\n",
      "jdcal                                 1.4.1\r\n",
      "jedi                                  0.15.1\r\n",
      "jeepney                               0.4.3\r\n",
      "Jinja2                                2.11.2\r\n",
      "jmespath                              0.10.0\r\n",
      "joblib                                0.14.1\r\n",
      "jsmin                                 2.2.2\r\n",
      "json-logging-py                       0.2\r\n",
      "json5                                 0.8.5\r\n",
      "jsondiff                              1.2.0\r\n",
      "jsonpickle                            1.4.1\r\n",
      "jsonschema                            3.2.0\r\n",
      "jupyter                               1.0.0\r\n",
      "jupyter-client                        6.1.5\r\n",
      "jupyter-console                       6.0.0\r\n",
      "jupyter-core                          4.6.3\r\n",
      "jupyterlab                            2.1.4\r\n",
      "jupyterlab-server                     1.2.0\r\n",
      "jupytext                              1.5.1\r\n",
      "Keras                                 2.3.1\r\n",
      "Keras-Applications                    1.0.8\r\n",
      "Keras-Preprocessing                   1.1.2\r\n",
      "keras2onnx                            1.6.0\r\n",
      "keyring                               18.0.0\r\n",
      "kiwisolver                            1.2.0\r\n",
      "knack                                 0.7.1\r\n",
      "lazy-object-proxy                     1.4.2\r\n",
      "liac-arff                             2.4.0\r\n",
      "libarchive-c                          2.8\r\n",
      "lief                                  0.9.0\r\n",
      "lightgbm                              2.3.0\r\n",
      "llvmlite                              0.29.0\r\n",
      "locket                                0.2.0\r\n",
      "lunardate                             0.2.0\r\n",
      "lxml                                  4.4.1\r\n",
      "lz4                                   3.1.0\r\n",
      "Mako                                  1.1.3\r\n",
      "Markdown                              3.2.2\r\n",
      "MarkupSafe                            1.1.1\r\n",
      "matplotlib                            3.2.2\r\n",
      "mccabe                                0.6.1\r\n",
      "mistune                               0.8.4\r\n",
      "mkl-fft                               1.0.14\r\n",
      "mkl-random                            1.1.0\r\n",
      "mkl-service                           2.3.0\r\n",
      "mlflow                                1.9.1\r\n",
      "mlxtend                               0.17.3\r\n",
      "mock                                  3.0.5\r\n",
      "more-itertools                        7.2.0\r\n",
      "mpmath                                1.1.0\r\n",
      "msal                                  1.4.1\r\n",
      "msal-extensions                       0.1.3\r\n",
      "msgpack                               0.6.1\r\n",
      "msrest                                0.6.17\r\n",
      "msrestazure                           0.6.4\r\n",
      "multidict                             4.7.6\r\n",
      "multipledispatch                      0.6.0\r\n",
      "nb-conda-kernels                      2.2.3\r\n",
      "nbconvert                             5.6.1\r\n",
      "nbformat                              5.0.7\r\n",
      "ndg-httpsclient                       0.5.1\r\n",
      "networkx                              2.3\r\n",
      "nimbusml                              1.7.1\r\n",
      "nltk                                  3.4.5\r\n",
      "nose                                  1.3.7\r\n",
      "notebook                              6.0.3\r\n",
      "numba                                 0.45.1\r\n",
      "numexpr                               2.7.0\r\n",
      "numpy                                 1.16.2\r\n",
      "numpydoc                              0.9.1\r\n",
      "nvidia-ml-py3                         7.352.0\r\n",
      "oauthlib                              3.1.0\r\n",
      "olefile                               0.46\r\n",
      "onnx                                  1.6.0\r\n",
      "onnxconverter-common                  1.6.0\r\n",
      "onnxmltools                           1.4.1\r\n",
      "onnxruntime                           1.0.0\r\n",
      "opencv-python                         4.3.0.36\r\n",
      "opencv-python-headless                4.3.0.36\r\n",
      "openpyxl                              3.0.0\r\n",
      "opt-einsum                            3.2.1\r\n",
      "packaging                             20.4\r\n",
      "pandas                                0.25.3\r\n",
      "pandas-ml                             0.6.1\r\n",
      "pandocfilters                         1.4.2\r\n",
      "papermill                             1.2.1\r\n",
      "paramiko                              2.7.1\r\n",
      "parsel                                1.6.0\r\n",
      "parso                                 0.7.0\r\n",
      "partd                                 1.0.0\r\n",
      "path.py                               12.0.1\r\n",
      "pathlib2                              2.3.5\r\n",
      "pathspec                              0.8.0\r\n",
      "patsy                                 0.5.1\r\n",
      "pep8                                  1.7.1\r\n",
      "pexpect                               4.7.0\r\n",
      "pickleshare                           0.7.5\r\n",
      "Pillow                                6.2.1\r\n",
      "pip                                   20.1.1\r\n",
      "pkginfo                               1.5.0.1\r\n",
      "pluggy                                0.13.0\r\n",
      "ply                                   3.11\r\n",
      "pmdarima                              1.1.1\r\n",
      "portalocker                           1.7.0\r\n",
      "prometheus-client                     0.8.0\r\n",
      "prometheus-flask-exporter             0.14.1\r\n",
      "prompt-toolkit                        2.0.10\r\n",
      "protobuf                              3.12.2\r\n",
      "psutil                                5.7.0\r\n",
      "ptyprocess                            0.6.0\r\n",
      "py                                    1.8.0\r\n",
      "py-cpuinfo                            5.0.0\r\n",
      "py-spy                                0.3.3\r\n",
      "py4j                                  0.10.9\r\n",
      "pyarrow                               0.17.1\r\n",
      "pyasn1                                0.4.8\r\n",
      "pyasn1-modules                        0.2.8\r\n",
      "pycodestyle                           2.5.0\r\n",
      "pycosat                               0.6.3\r\n",
      "pycparser                             2.20\r\n",
      "pycrypto                              2.6.1\r\n",
      "pycurl                                7.43.0.3\r\n",
      "pydocstyle                            5.0.2\r\n",
      "pyflakes                              2.1.1\r\n",
      "pyglet                                1.5.0\r\n",
      "Pygments                              2.6.1\r\n",
      "PyJWT                                 1.7.1\r\n",
      "pylint                                2.4.2\r\n",
      "PyMeeus                               0.3.7\r\n",
      "PyNaCl                                1.4.0\r\n",
      "pyodbc                                4.0.27\r\n",
      "pyOpenSSL                             19.1.0\r\n",
      "pyparsing                             2.4.7\r\n",
      "pyrsistent                            0.16.0\r\n",
      "PySocks                               1.7.1\r\n",
      "pyspark                               3.0.0\r\n",
      "pystan                                2.19.0.0\r\n",
      "pytest                                5.4.3\r\n",
      "pytest-arraydiff                      0.3\r\n",
      "pytest-astropy                        0.5.0\r\n",
      "pytest-doctestplus                    0.4.0\r\n",
      "pytest-openfiles                      0.4.0\r\n",
      "pytest-remotedata                     0.3.2\r\n",
      "python-dateutil                       2.8.1\r\n",
      "python-editor                         1.0.4\r\n",
      "python-jsonrpc-server                 0.3.4\r\n",
      "python-language-server                0.30.0\r\n",
      "pytorch-transformers                  1.0.0\r\n",
      "pytz                                  2019.3\r\n",
      "PyWavelets                            1.1.1\r\n",
      "PyYAML                                5.1.2\r\n",
      "pyzmq                                 19.0.1\r\n",
      "QtAwesome                             0.6.0\r\n",
      "qtconsole                             4.5.5\r\n",
      "QtPy                                  1.9.0\r\n",
      "querystring-parser                    1.2.4\r\n",
      "ray                                   0.8.6\n",
      "redis                                 3.4.1\n",
      "regex                                 2020.6.8\n",
      "requests                              2.24.0\n",
      "requests-oauthlib                     1.3.0\n",
      "rope                                  0.14.0\n",
      "rsa                                   4.6\n",
      "ruamel-yaml                           0.15.46\n",
      "ruamel.yaml                           0.16.10\n",
      "ruamel.yaml.clib                      0.2.0\n",
      "s3transfer                            0.3.3\n",
      "scikit-image                          0.17.2\n",
      "scikit-learn                          0.20.3\n",
      "scipy                                 1.4.1\n",
      "scp                                   0.13.2\n",
      "scrapbook                             0.2.0\n",
      "seaborn                               0.9.0\n",
      "SecretStorage                         3.1.2\n",
      "Send2Trash                            1.5.0\n",
      "sentencepiece                         0.1.91\n",
      "setuptools                            47.3.1.post20200622\n",
      "setuptools-git                        1.2\n",
      "shap                                  0.34.0\n",
      "simplegeneric                         0.8.1\n",
      "singledispatch                        3.4.0.3\n",
      "six                                   1.12.0\n",
      "skl2onnx                              1.4.9\n",
      "sklearn                               0.0\n",
      "sklearn-pandas                        1.7.0\n",
      "smart-open                            1.9.0\n",
      "smmap                                 3.0.4\n",
      "snowballstemmer                       2.0.0\n",
      "sortedcollections                     1.1.2\n",
      "sortedcontainers                      2.1.0\n",
      "soupsieve                             1.9.3\n",
      "Sphinx                                2.2.0\n",
      "sphinxcontrib-applehelp               1.0.1\n",
      "sphinxcontrib-devhelp                 1.0.1\n",
      "sphinxcontrib-htmlhelp                1.0.2\n",
      "sphinxcontrib-jsmath                  1.0.1\n",
      "sphinxcontrib-qthelp                  1.0.2\n",
      "sphinxcontrib-serializinghtml         1.1.3\n",
      "sphinxcontrib-websupport              1.1.2\n",
      "spyder                                3.3.0\n",
      "spyder-kernels                        0.5.2\n",
      "SQLAlchemy                            1.3.13\n",
      "sqlparse                              0.3.1\n",
      "sshtunnel                             0.1.5\n",
      "statsmodels                           0.10.2\n",
      "sympy                                 1.4\n",
      "tables                                3.5.2\n",
      "tabulate                              0.8.7\n",
      "tblib                                 1.4.0\n",
      "tenacity                              6.2.0\n",
      "tensorboard                           2.2.2\n",
      "tensorboard-plugin-wit                1.7.0\n",
      "tensorboardX                          2.1\n",
      "tensorflow                            2.1.0\n",
      "tensorflow-estimator                  2.1.0\n",
      "tensorflow-gpu                        2.1.0\n",
      "termcolor                             1.1.0\n",
      "terminado                             0.8.2\n",
      "testpath                              0.4.4\n",
      "textwrap3                             0.9.2\n",
      "tifffile                              2020.7.4\n",
      "toml                                  0.10.1\n",
      "toolz                                 0.10.0\n",
      "torch                                 1.4.0\n",
      "torchvision                           0.5.0\n",
      "tornado                               6.0.4\n",
      "tqdm                                  4.47.0\n",
      "traitlets                             4.3.3\n",
      "typed-ast                             1.4.0\n",
      "typing-extensions                     3.7.4.2\n",
      "ujson                                 1.35\n",
      "unicodecsv                            0.14.1\n",
      "urllib3                               1.25.9\n",
      "utils                                 1.0.1\n",
      "vsts                                  0.1.25\n",
      "vsts-cd-manager                       1.0.2\n",
      "w3lib                                 1.22.0\n",
      "waitress                              1.4.4\n",
      "wcwidth                               0.2.5\n",
      "webencodings                          0.5.1\n",
      "websocket-client                      0.57.0\n",
      "websockets                            8.1\n",
      "Werkzeug                              0.16.1\n",
      "wheel                                 0.34.2\n",
      "widgetsnbextension                    3.5.1\n",
      "wrapt                                 1.11.2\n",
      "wurlitzer                             1.0.3\n",
      "xgboost                               0.90\n",
      "xlrd                                  1.2.0\n",
      "XlsxWriter                            1.2.1\n",
      "xlwt                                  1.3.0\n",
      "xmltodict                             0.12.0\n",
      "yapf                                  0.30.0\n",
      "yarl                                  1.4.2\n",
      "zict                                  1.0.0\n",
      "zipp                                  3.1.0\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scikit-learn                          0.20.3\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip list | grep scikit-learn "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensorflow                            2.1.0\n",
      "tensorflow-estimator                  2.1.0\n",
      "tensorflow-gpu                        2.1.0\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip list | grep tensorflow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Workspace Azure ML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "subscription_id = os.environ.get(\"SUBSCRIPTION_ID\", \"70b8f39e-8863-49f7-b6ba-34a80799550c\") #ID soubscription Azure\n",
    "resource_group = os.environ.get(\"RESOURCE_GROUP\", \"workshopAML2020-rg\") #Resource group\n",
    "workspace_name = os.environ.get(\"WORKSPACE_NAME\", \"workshopAML2020\") #Nom workspace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Le workspace Azure ML service a été trouvé : OK\n"
     ]
    }
   ],
   "source": [
    "from azureml.core import Workspace\n",
    "\n",
    "try:\n",
    "   ws = Workspace(subscription_id = subscription_id, resource_group = resource_group, workspace_name = workspace_name)\n",
    "   ws.write_config()\n",
    "   print(\"Le workspace Azure ML service a été trouvé : OK\")\n",
    "except:\n",
    "   print(\"Le workspace Azure ML service n'a pas été trouvé\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Workspace : workshopAML2020\n",
      "Région : westeurope\n",
      "Groupe de ressources : workshopAML2020-rg\n"
     ]
    }
   ],
   "source": [
    "# Lecture du fichier de config\n",
    "ws = Workspace.from_config()\n",
    "print('Workspace : ' + ws.name, \n",
    "      'Région : ' + ws.location, \n",
    "      'Groupe de ressources : ' + ws.resource_group, sep='\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': '/subscriptions/70b8f39e-8863-49f7-b6ba-34a80799550c/resourceGroups/workshopAML2020-rg/providers/Microsoft.MachineLearningServices/workspaces/workshopAML2020',\n",
       " 'name': 'workshopAML2020',\n",
       " 'location': 'westeurope',\n",
       " 'type': 'Microsoft.MachineLearningServices/workspaces',\n",
       " 'tags': {},\n",
       " 'sku': 'Enterprise',\n",
       " 'workspaceid': '1696467d-5136-4ed9-9f78-4c69eaff7896',\n",
       " 'description': '',\n",
       " 'friendlyName': '',\n",
       " 'creationTime': '2020-03-19T12:49:48.1312139+00:00',\n",
       " 'containerRegistry': '/subscriptions/70b8f39e-8863-49f7-b6ba-34a80799550c/resourceGroups/workshopAML2020-rg/providers/Microsoft.ContainerRegistry/registries/workshopaml2d644fd00',\n",
       " 'keyVault': '/subscriptions/70b8f39e-8863-49f7-b6ba-34a80799550c/resourcegroups/workshopaml2020-rg/providers/microsoft.keyvault/vaults/workshopaml2027384601059',\n",
       " 'applicationInsights': '/subscriptions/70b8f39e-8863-49f7-b6ba-34a80799550c/resourcegroups/workshopaml2020-rg/providers/microsoft.insights/components/workshopaml2029456289985',\n",
       " 'identityPrincipalId': 'fe5946fe-903d-410e-a16b-6b730597bc9a',\n",
       " 'identityTenantId': '72f988bf-86f1-41af-91ab-2d7cd011db47',\n",
       " 'identityType': 'SystemAssigned',\n",
       " 'storageAccount': '/subscriptions/70b8f39e-8863-49f7-b6ba-34a80799550c/resourcegroups/workshopaml2020-rg/providers/microsoft.storage/storageaccounts/workshopaml2027584246021',\n",
       " 'hbiWorkspace': False,\n",
       " 'discoveryUrl': 'https://westeurope.experiments.azureml.net/discovery',\n",
       " 'notebookInfo': {'fqdn': 'ml-workshopaml2-westeurope-1696467d-5136-4ed9-9f78-4c69eaff7896.notebooks.azure.net',\n",
       "  'resource_id': '07678b5706ec4969bea8c1b9859a6d02'}}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Infos\n",
    "from azureml.core.workspace import Workspace\n",
    "ws = Workspace.from_config()\n",
    "ws.get_details()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# (Optionnel)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Gestion des environnements\n",
    "> Documentation : https://docs.microsoft.com/fr-fr/azure/machine-learning/how-to-use-environments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1 Environnements existants"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Liste des environnements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nom : AzureML-AutoML\n",
      "\n",
      "Packages : channels:\n",
      "- anaconda\n",
      "- conda-forge\n",
      "- pytorch\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-pipeline-core==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-interpret==1.14.0\n",
      "  - azureml-explain-model==1.14.0\n",
      "  - azureml-automl-core==1.14.0\n",
      "  - azureml-automl-runtime==1.14.0.post1\n",
      "  - azureml-train-automl-client==1.14.0.post1\n",
      "  - azureml-train-automl-runtime==1.14.0\n",
      "  - inference-schema\n",
      "  - py-cpuinfo==5.0.0\n",
      "- numpy~=1.18.0\n",
      "- scikit-learn==0.22.1\n",
      "- pandas~=0.25.0\n",
      "- py-xgboost<=0.90\n",
      "- fbprophet==0.5\n",
      "- holidays==0.9.11\n",
      "- setuptools-git\n",
      "- psutil>5.0.0,<6.0.0\n",
      "name: azureml_1a6ec206f27b50e232857a360b8e5380\n",
      "\n",
      "Nom : AzureML-PyTorch-1.0-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.0\n",
      "  - torchvision==0.2.1\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.16.1\n",
      "name: azureml_380bad4546f715322091a5979c27093a\n",
      "\n",
      "Nom : AzureML-Scikit-learn-0.20.3\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - scikit-learn==0.20.3\n",
      "  - scipy==1.2.1\n",
      "  - joblib==0.13.2\n",
      "name: azureml_f6a98a65108ce339fff597141309968c\n",
      "\n",
      "Nom : AzureML-TensorFlow-1.12-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - tensorflow==1.12\n",
      "  - horovod==0.15.2\n",
      "name: azureml_3bec58912915e1c80fd6951f03476363\n",
      "\n",
      "Nom : AzureML-PyTorch-1.2-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.2\n",
      "  - torchvision==0.4.0\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.16.1\n",
      "  - tensorboard==1.14.0\n",
      "  - future==0.17.1\n",
      "name: azureml_c5b1daddfc9892c7312442af19e2c0f7\n",
      "\n",
      "Nom : AzureML-TensorFlow-2.0-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - tensorflow-gpu==2.0.0\n",
      "  - horovod==0.18.1\n",
      "name: azureml_7f422657b7700c6bcc488e98db150603\n",
      "\n",
      "Nom : AzureML-TensorFlow-2.0-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - tensorflow==2.0\n",
      "  - horovod==0.18.1\n",
      "name: azureml_8349b0cb67e74f516eb1c895f6dde2c2\n",
      "\n",
      "Nom : AzureML-Chainer-5.1.0-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - chainer==5.1.0\n",
      "  - cupy-cuda90==5.1.0\n",
      "  - mpi4py==3.0.0\n",
      "name: azureml_e42e17dfdd18f20566d741fb65cf8f2f\n",
      "\n",
      "Nom : AzureML-TensorFlow-1.13-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - tensorflow==1.13.1\n",
      "  - horovod==0.16.1\n",
      "name: azureml_57c2473d15c396b47ce6eccc508b793b\n",
      "\n",
      "Nom : AzureML-Minimal\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "name: azureml_09af7864fe8fd00559d8cc5b596838e3\n",
      "\n",
      "Nom : AzureML-Chainer-5.1.0-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - chainer==5.1.0\n",
      "  - mpi4py==3.0.0\n",
      "name: azureml_2caf02879770967b8f4dc59e07e311c2\n",
      "\n",
      "Nom : AzureML-PyTorch-1.4-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.4.0\n",
      "  - torchvision==0.5.0\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.18.1\n",
      "  - tensorboard==1.14.0\n",
      "  - future==0.17.1\n",
      "name: azureml_a92b279ac8a4a77ca8ef1b241a685167\n",
      "\n",
      "Nom : AzureML-PySpark-MmlSpark-0.15\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "name: azureml_3da9bbb245ca9b1b738f6c8aa5b40f23\n",
      "\n",
      "Nom : AzureML-PyTorch-1.3-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.3\n",
      "  - torchvision==0.4.1\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.18.1\n",
      "  - tensorboard==1.14.0\n",
      "  - future==0.17.1\n",
      "name: azureml_2b476af061f7de4a84bfaf17e1ab0357\n",
      "\n",
      "Nom : AzureML-PyTorch-1.1-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.1\n",
      "  - torchvision==0.2.1\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.16.1\n",
      "  - tensorboard==1.14.0\n",
      "  - future==0.17.1\n",
      "name: azureml_7fe616bffa6bccd8adad03de1390a30c\n",
      "\n",
      "Nom : AzureML-TensorFlow-1.10-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - tensorflow-gpu==1.10.0\n",
      "  - horovod==0.15.2\n",
      "name: azureml_3ef8eafea34519a8784a483cc929c36a\n",
      "\n",
      "Nom : AzureML-PyTorch-1.2-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.2\n",
      "  - torchvision==0.4.0\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.16.1\n",
      "  - tensorboard==1.14.0\n",
      "  - future==0.17.1\n",
      "name: azureml_c5b1daddfc9892c7312442af19e2c0f7\n",
      "\n",
      "Nom : AzureML-TensorFlow-1.13-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - tensorflow-gpu==1.13.1\n",
      "  - horovod==0.16.1\n",
      "name: azureml_2f645cd3d6ae8b3e0e9ed383f55fafeb\n",
      "\n",
      "Nom : AzureML-Hyperdrive-ForecastDNN\n",
      "\n",
      "Packages : dependencies:\n",
      "- python=3.7\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-pipeline-core==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-automl-core==1.14.0\n",
      "  - azureml-automl-runtime==1.14.0.post1\n",
      "  - azureml-train-automl-client==1.14.0.post1\n",
      "  - azureml-train-automl-runtime==1.14.0\n",
      "  - azureml-contrib-automl-dnn-forecasting==1.14.0\n",
      "name: azureml_393e73a939b5027e4ab35cf81b59ccc9\n",
      "\n",
      "Nom : AzureML-TensorFlow-1.10-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - tensorflow==1.10\n",
      "  - horovod==0.15.2\n",
      "name: azureml_88f78fe5b4ea5aa6d0e761994683420c\n",
      "\n",
      "Nom : AzureML-PyTorch-1.3-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.3\n",
      "  - torchvision==0.4.1\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.18.1\n",
      "  - tensorboard==1.14.0\n",
      "  - future==0.17.1\n",
      "name: azureml_2b476af061f7de4a84bfaf17e1ab0357\n",
      "\n",
      "Nom : AzureML-PyTorch-1.4-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.4.0\n",
      "  - torchvision==0.5.0\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.18.1\n",
      "  - tensorboard==1.14.0\n",
      "  - future==0.17.1\n",
      "name: azureml_a92b279ac8a4a77ca8ef1b241a685167\n",
      "\n",
      "Nom : AzureML-Tutorial\n",
      "\n",
      "Packages : channels:\n",
      "- anaconda\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - azureml-widgets==1.14.0\n",
      "  - azureml-pipeline-core==1.14.0\n",
      "  - azureml-pipeline-steps==1.14.0\n",
      "  - azureml-opendatasets==1.14.0\n",
      "  - azureml-automl-core==1.14.0\n",
      "  - azureml-automl-runtime==1.14.0.post1\n",
      "  - azureml-train-automl-client==1.14.0.post1\n",
      "  - azureml-train-automl-runtime==1.14.0\n",
      "  - azureml-train-automl==1.14.0\n",
      "  - azureml-train==1.14.0\n",
      "  - azureml-sdk==1.14.0\n",
      "  - azureml-interpret==1.14.0\n",
      "  - azureml-tensorboard==1.14.0\n",
      "  - azureml-mlflow==1.14.0\n",
      "  - mlflow\n",
      "  - sklearn-pandas\n",
      "- pandas\n",
      "- numpy\n",
      "- tqdm\n",
      "- scikit-learn\n",
      "- matplotlib\n",
      "name: azureml_d9c9297ced3e3eef06ec8e34500a3e1e\n",
      "\n",
      "Nom : AzureML-PyTorch-1.0-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.0\n",
      "  - torchvision==0.2.1\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.16.1\n",
      "name: azureml_380bad4546f715322091a5979c27093a\n",
      "\n",
      "Nom : AzureML-PyTorch-1.1-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.1\n",
      "  - torchvision==0.2.1\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.16.1\n",
      "  - tensorboard==1.14.0\n",
      "  - future==0.17.1\n",
      "name: azureml_7fe616bffa6bccd8adad03de1390a30c\n",
      "\n",
      "Nom : AzureML-TensorFlow-1.12-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - tensorflow-gpu==1.12.0\n",
      "  - horovod==0.15.2\n",
      "name: azureml_e9c6a6174c1b2b49c744c8496e4e853d\n",
      "\n",
      "Nom : AzureML-VowpalWabbit-8.8.0\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-dataset-runtime[fuse,pandas]\n",
      "name: azureml_594f9cbe63ad5763f14c136e88bcc7c1\n",
      "\n",
      "Nom : AzureML-AutoML-DNN-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- anaconda\n",
      "- conda-forge\n",
      "- pytorch\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-pipeline-core==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-interpret==1.14.0\n",
      "  - azureml-explain-model==1.14.0\n",
      "  - azureml-automl-core==1.14.0\n",
      "  - azureml-automl-runtime==1.14.0.post1\n",
      "  - azureml-train-automl-client==1.14.0.post1\n",
      "  - azureml-train-automl-runtime==1.14.0\n",
      "  - inference-schema\n",
      "  - horovod==0.19.4\n",
      "  - pytorch-transformers==1.0.0\n",
      "  - spacy==2.1.8\n",
      "  - https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz\n",
      "  - py-cpuinfo==5.0.0\n",
      "- numpy~=1.18.0\n",
      "- scikit-learn==0.22.1\n",
      "- pandas~=0.25.0\n",
      "- fbprophet==0.5\n",
      "- holidays==0.9.11\n",
      "- setuptools-git\n",
      "- pytorch=1.4.0\n",
      "- cudatoolkit=10.0.130\n",
      "- psutil>5.0.0,<6.0.0\n",
      "name: azureml_2ca09746fb08e24acbd70dd1cc8acead\n",
      "\n",
      "Nom : AzureML-AutoML-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- anaconda\n",
      "- conda-forge\n",
      "- pytorch\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-pipeline-core==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-interpret==1.14.0\n",
      "  - azureml-explain-model==1.14.0\n",
      "  - azureml-automl-core==1.14.0\n",
      "  - azureml-automl-runtime==1.14.0.post1\n",
      "  - azureml-train-automl-client==1.14.0.post1\n",
      "  - azureml-train-automl-runtime==1.14.0\n",
      "  - inference-schema\n",
      "  - py-cpuinfo==5.0.0\n",
      "- numpy~=1.18.0\n",
      "- scikit-learn==0.22.1\n",
      "- pandas~=0.25.0\n",
      "- fbprophet==0.5\n",
      "- holidays==0.9.11\n",
      "- setuptools-git\n",
      "- psutil>5.0.0,<6.0.0\n",
      "name: azureml_be071dffcfb03e2b6a96bdcaff3ab4a6\n",
      "\n",
      "Nom : AzureML-Designer-VowpalWabbit\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "- defaults\n",
      "dependencies:\n",
      "- python=3.6.8\n",
      "- vowpalwabbit=8.8.1\n",
      "- pip:\n",
      "  - azureml-designer-vowpal-wabbit-modules==0.0.12\n",
      "name: azureml_59996ba3af57bdbf82d53092bd3ddc8d\n",
      "\n",
      "Nom : AzureML-TensorFlow-2.2-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - tensorflow-gpu==2.2.0\n",
      "  - horovod==0.19.5\n",
      "name: azureml_c59da520e2f7394acbef139a970e6a85\n",
      "\n",
      "Nom : AzureML-TensorFlow-2.2-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - tensorflow==2.2.0\n",
      "  - horovod==0.19.5\n",
      "name: azureml_b4b770520ccd3703e7729db82283c218\n",
      "\n",
      "Nom : AzureML-PyTorch-1.6-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.6.0\n",
      "  - torchvision==0.5.0\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.19.5\n",
      "  - tensorboard==1.14.0\n",
      "  - future==0.17.1\n",
      "name: azureml_bc8c859a322ac1be7c76fc4994f458b0\n",
      "\n",
      "Nom : AzureML-PyTorch-1.6-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.6.0\n",
      "  - torchvision==0.5.0\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.19.5\n",
      "  - tensorboard==1.14.0\n",
      "  - future==0.17.1\n",
      "name: azureml_bc8c859a322ac1be7c76fc4994f458b0\n",
      "\n",
      "Nom : AzureML-Triton\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-contrib-services==1.14.0\n",
      "  - numpy\n",
      "  - inference-schema[numpy-support]\n",
      "  - https://aka.ms/triton/packages/tritonclientutils-2.1.0-py3-none-any.whl\n",
      "  - https://aka.ms/triton/packages/tritonhttpclient-2.1.0-py3-none-any.whl\n",
      "name: azureml_003251bd2141b9a5f25e4f58507a2028\n",
      "\n",
      "Nom : AzureML-Sidecar\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "name: base\n",
      "\n",
      "Nom : AzureML-Dask-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "- pytorch\n",
      "- defaults\n",
      "dependencies:\n",
      "- python=3.6.9\n",
      "- pip:\n",
      "  - adlfs\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-dataset-runtime==1.14.0\n",
      "  - dask[complete]\n",
      "  - dask-ml[complete]\n",
      "  - distributed\n",
      "  - fastparquet\n",
      "  - fsspec\n",
      "  - joblib\n",
      "  - jupyterlab\n",
      "  - lz4\n",
      "  - mpi4py\n",
      "  - notebook\n",
      "  - pyarrow\n",
      "name: azureml_d371f21cef814fb8beef184ec8aee160\n",
      "\n",
      "Nom : AzureML-Dask-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.9\n",
      "- pip:\n",
      "  - azureml-defaults==1.14.0\n",
      "  - adlfs\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - dask[complete]\n",
      "  - dask-ml[complete]\n",
      "  - distributed\n",
      "  - fastparquet\n",
      "  - fsspec\n",
      "  - joblib\n",
      "  - jupyterlab\n",
      "  - lz4\n",
      "  - mpi4py\n",
      "  - notebook\n",
      "  - pyarrow\n",
      "- matplotlib\n",
      "name: azureml_da42f0bc827e9c3c707244620d421156\n",
      "\n",
      "Nom : AzureML-TensorFlow-2.1-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - tensorflow-gpu==2.1.0\n",
      "  - horovod==0.19.1\n",
      "name: azureml_a3e39bcc500ce46df778215414b46077\n",
      "\n",
      "Nom : AzureML-PyTorch-1.5-GPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.5.0\n",
      "  - torchvision==0.5.0\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.19.1\n",
      "  - tensorboard==1.14.0\n",
      "  - future==0.17.1\n",
      "name: azureml_bdac1e7d0fd740542e5a8c610116890a\n",
      "\n",
      "Nom : AzureML-PyTorch-1.5-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - torch==1.5.0\n",
      "  - torchvision==0.5.0\n",
      "  - mkl==2018.0.3\n",
      "  - horovod==0.19.1\n",
      "  - tensorboard==1.14.0\n",
      "  - future==0.17.1\n",
      "name: azureml_bdac1e7d0fd740542e5a8c610116890a\n",
      "\n",
      "Nom : AzureML-TensorFlow-2.1-CPU\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-train-restclients-hyperdrive==1.14.0\n",
      "  - azureml-train-core==1.14.0\n",
      "  - tensorflow==2.1.0\n",
      "  - horovod==0.19.1\n",
      "name: azureml_57634b09ac56a053f76b13fae022f06b\n",
      "\n",
      "Nom : AzureML-AutoML-DNN-Vision-GPU\n",
      "\n",
      "Packages : dependencies:\n",
      "- python=3.7\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-dataset-runtime==1.14.0\n",
      "  - azureml-contrib-dataset==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-automl-core==1.14.0\n",
      "  - azureml-automl-runtime==1.14.0.post1\n",
      "  - azureml-train-automl-client==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-interpret==1.14.0\n",
      "  - azureml-explain-model==1.14.0\n",
      "  - azureml-train-automl-runtime==1.14.0\n",
      "  - azureml-train-automl==1.14.0\n",
      "  - azureml-contrib-automl-dnn-vision==1.14.0\n",
      "name: azureml_c95723ce97a7c60f0e0b2bb66c6e3632\n",
      "\n",
      "Nom : AzureML-AutoML-DNN\n",
      "\n",
      "Packages : channels:\n",
      "- anaconda\n",
      "- conda-forge\n",
      "- pytorch\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-pipeline-core==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-interpret==1.14.0\n",
      "  - azureml-explain-model==1.14.0\n",
      "  - azureml-automl-core==1.14.0\n",
      "  - azureml-automl-runtime==1.14.0.post1\n",
      "  - azureml-train-automl-client==1.14.0.post1\n",
      "  - azureml-train-automl-runtime==1.14.0\n",
      "  - inference-schema\n",
      "  - pytorch-transformers==1.0.0\n",
      "  - spacy==2.1.8\n",
      "  - https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz\n",
      "  - py-cpuinfo==5.0.0\n",
      "- numpy~=1.18.0\n",
      "- scikit-learn==0.22.1\n",
      "- pandas~=0.25.0\n",
      "- py-xgboost<=0.90\n",
      "- fbprophet==0.5\n",
      "- holidays==0.9.11\n",
      "- setuptools-git\n",
      "- pytorch=1.4.0\n",
      "- cudatoolkit=10.0.130\n",
      "- psutil>5.0.0,<6.0.0\n",
      "name: azureml_aa5769e7d8043c270af962674c503688\n",
      "\n",
      "Nom : AzureML-Designer-Score\n",
      "\n",
      "Packages : channels:\n",
      "- defaults\n",
      "dependencies:\n",
      "- python=3.6.8\n",
      "- pip:\n",
      "  - azureml-designer-score-modules==0.0.16\n",
      "name: azureml_18573b1d77e5ef62bcbe8903c11ceafe\n",
      "\n",
      "Nom : AzureML-Designer-PyTorch-Train\n",
      "\n",
      "Packages : channels:\n",
      "- defaults\n",
      "dependencies:\n",
      "- python=3.6.8\n",
      "- pip:\n",
      "  - azureml-designer-pytorch-modules==0.0.20\n",
      "name: azureml_419ff6d870f3a99d1fa915312944d5eb\n",
      "\n",
      "Nom : AzureML-Designer-IO\n",
      "\n",
      "Packages : channels:\n",
      "- defaults\n",
      "dependencies:\n",
      "- python=3.6.8\n",
      "- pip:\n",
      "  - azureml-dataset-runtime>=1.6\n",
      "  - azureml-designer-dataio-modules==0.0.44\n",
      "name: azureml_7e6b279e52e67a3cadf40ea41823d123\n",
      "\n",
      "Nom : AzureML-Designer-Transform\n",
      "\n",
      "Packages : channels:\n",
      "- defaults\n",
      "dependencies:\n",
      "- python=3.6.8\n",
      "- pip:\n",
      "  - azureml-designer-datatransform-modules==0.0.61\n",
      "name: azureml_b358326d8bb947bb2f50b9902c14e466\n",
      "\n",
      "Nom : AzureML-Designer-Recommender\n",
      "\n",
      "Packages : channels:\n",
      "- defaults\n",
      "dependencies:\n",
      "- python=3.6.8\n",
      "- pip:\n",
      "  - azureml-designer-recommender-modules==0.0.17\n",
      "name: azureml_2ea3c6f8092bc55bc9ef223931e58dae\n",
      "\n",
      "Nom : AzureML-Designer-CV\n",
      "\n",
      "Packages : channels:\n",
      "- defaults\n",
      "dependencies:\n",
      "- python=3.6.8\n",
      "- pip:\n",
      "  - azureml-designer-cv-modules==0.0.18\n",
      "name: azureml_68b2b52082df579946bd24cc21a28cd7\n",
      "\n",
      "Nom : AzureML-Designer-NLP\n",
      "\n",
      "Packages : channels:\n",
      "- defaults\n",
      "dependencies:\n",
      "- python=3.6.8\n",
      "- pip:\n",
      "  - azureml-designer-classic-modules==0.0.121\n",
      "  - https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.1.0/en_core_web_sm-2.1.0.tar.gz#egg=en_core_web_sm\n",
      "  - spacy==2.1.7\n",
      "name: azureml_3bf90115af8eef18f3792699faaed002\n",
      "\n",
      "Nom : AzureML-Designer-PyTorch\n",
      "\n",
      "Packages : channels:\n",
      "- defaults\n",
      "dependencies:\n",
      "- python=3.6.8\n",
      "- pip:\n",
      "  - azureml-designer-pytorch-modules==0.0.20\n",
      "name: azureml_419ff6d870f3a99d1fa915312944d5eb\n",
      "\n",
      "Nom : AzureML-Designer-CV-Transform\n",
      "\n",
      "Packages : channels:\n",
      "- defaults\n",
      "dependencies:\n",
      "- python=3.6.8\n",
      "- pip:\n",
      "  - azureml-designer-cv-modules[pytorch]==0.0.18\n",
      "name: azureml_c984f6cc702b37184d056aff8d46b813\n",
      "\n",
      "Nom : AzureML-Designer\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.8\n",
      "- scikit-surprise=1.0.6\n",
      "- pip:\n",
      "  - azureml-designer-classic-modules==0.0.137\n",
      "  - https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.1.0/en_core_web_sm-2.1.0.tar.gz#egg=en_core_web_sm\n",
      "  - spacy==2.1.7\n",
      "name: azureml_7e853b256ebb54483ff021e8350f1c1b\n",
      "\n",
      "Nom : AzureML-Designer-R\n",
      "\n",
      "Packages : channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.8\n",
      "- r-caret=6.0\n",
      "- r-catools=1.17.1\n",
      "- r-cluster=2.1.0\n",
      "- r-dplyr=0.8.5\n",
      "- r-e1071=1.7\n",
      "- r-forcats=0.5.0\n",
      "- r-forecast=8.12\n",
      "- r-glmnet=2.0\n",
      "- r-igraph=1.2.4\n",
      "- r-matrix=1.2\n",
      "- r-mclust=5.4.6\n",
      "- r-mgcv=1.8\n",
      "- r-nlme=3.1\n",
      "- r-nnet=7.3\n",
      "- r-plyr=1.8.6\n",
      "- r-randomforest=4.6\n",
      "- r-reticulate=1.12\n",
      "- r-rocr=1.0\n",
      "- r-rodbc=1.3\n",
      "- r-rpart=4.1\n",
      "- r-stringr=1.4.0\n",
      "- r-tidyverse=1.2.1\n",
      "- r-timedate=3043.102\n",
      "- r-tseries=0.10\n",
      "- r=3.5.1\n",
      "- pip:\n",
      "  - azureml-designer-classic-modules==0.0.137\n",
      "name: azureml_e6e3e4c8cace5c7833659a80b85295ce\n",
      "\n"
     ]
    }
   ],
   "source": [
    "envs = Environment.list(workspace=ws)\n",
    "\n",
    "for env in envs:\n",
    "    if env.startswith(\"AzureML\"):\n",
    "        print(\"Nom :\",env)\n",
    "        print()\n",
    "        print(\"Packages :\", envs[env].python.conda_dependencies.serialize_to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Info environnement Azure ML Minimal\n",
    "\n",
    "ws = Workspace.from_config()\n",
    "env = Environment.get(workspace=ws, name=\"AzureML-Minimal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nom :  Environment(Name: AzureML-Minimal,\n",
      "Version: 37)\n",
      "\n",
      "packages :  channels:\n",
      "- conda-forge\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-defaults==1.14.0\n",
      "name: azureml_09af7864fe8fd00559d8cc5b596838e3\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Info environnement Azure ML Minimal\n",
    "\n",
    "env = Environment.get(workspace=ws, name=\"AzureML-Minimal\")\n",
    "print(\"Nom : \",env)\n",
    "print()\n",
    "print(\"packages : \", env.python.conda_dependencies.serialize_to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nom :  Environment(Name: AzureML-AutoML-DNN,\n",
      "Version: 36)\n",
      "\n",
      "Packages :  channels:\n",
      "- anaconda\n",
      "- conda-forge\n",
      "- pytorch\n",
      "dependencies:\n",
      "- python=3.6.2\n",
      "- pip:\n",
      "  - azureml-core==1.14.0.post1\n",
      "  - azureml-pipeline-core==1.14.0\n",
      "  - azureml-telemetry==1.14.0\n",
      "  - azureml-defaults==1.14.0\n",
      "  - azureml-interpret==1.14.0\n",
      "  - azureml-explain-model==1.14.0\n",
      "  - azureml-automl-core==1.14.0\n",
      "  - azureml-automl-runtime==1.14.0.post1\n",
      "  - azureml-train-automl-client==1.14.0.post1\n",
      "  - azureml-train-automl-runtime==1.14.0\n",
      "  - inference-schema\n",
      "  - pytorch-transformers==1.0.0\n",
      "  - spacy==2.1.8\n",
      "  - https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz\n",
      "  - py-cpuinfo==5.0.0\n",
      "- numpy~=1.18.0\n",
      "- scikit-learn==0.22.1\n",
      "- pandas~=0.25.0\n",
      "- py-xgboost<=0.90\n",
      "- fbprophet==0.5\n",
      "- holidays==0.9.11\n",
      "- setuptools-git\n",
      "- pytorch=1.4.0\n",
      "- cudatoolkit=10.0.130\n",
      "- psutil>5.0.0,<6.0.0\n",
      "name: azureml_aa5769e7d8043c270af962674c503688\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# AzureML-AutoML-DNN\n",
    "\n",
    "env = Environment.get(workspace=ws, name=\"AzureML-AutoML-DNN\")\n",
    "print(\"Nom : \",env)\n",
    "print()\n",
    "print(\"Packages : \", env.python.conda_dependencies.serialize_to_string())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 Création d'un environnement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from azureml.core.environment import CondaDependencies\n",
    "\n",
    "monenvironnement = Environment(name=\"monenvironnement\")\n",
    "conda_dep = CondaDependencies()\n",
    "conda_dep.add_conda_package(\"scikit-learn\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "conda_dep.add_pip_package(\"scikit-learn==0.23.1\")\n",
    "monenvironnement.python.conda_dependencies=conda_dep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "monenvironnement.environment_variables = {\"MESSAGE\":\"Mon environnement scikit\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from azureml.core import ScriptRunConfig, Experiment\n",
    "myexp = Experiment(workspace=ws, name = \"Exemple0-Environnement\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{\n",
       "    \"databricks\": {\n",
       "        \"eggLibraries\": [],\n",
       "        \"jarLibraries\": [],\n",
       "        \"mavenLibraries\": [],\n",
       "        \"pypiLibraries\": [],\n",
       "        \"rcranLibraries\": []\n",
       "    },\n",
       "    \"docker\": {\n",
       "        \"arguments\": [],\n",
       "        \"baseDockerfile\": null,\n",
       "        \"baseImage\": \"mcr.microsoft.com/azureml/intelmpi2018.3-ubuntu16.04:20200821.v1\",\n",
       "        \"baseImageRegistry\": {\n",
       "            \"address\": null,\n",
       "            \"password\": null,\n",
       "            \"registryIdentity\": null,\n",
       "            \"username\": null\n",
       "        },\n",
       "        \"enabled\": false,\n",
       "        \"platform\": {\n",
       "            \"architecture\": \"amd64\",\n",
       "            \"os\": \"Linux\"\n",
       "        },\n",
       "        \"sharedVolumes\": true,\n",
       "        \"shmSize\": null\n",
       "    },\n",
       "    \"environmentVariables\": {\n",
       "        \"MESSAGE\": \"Mon environnement scikit\"\n",
       "    },\n",
       "    \"inferencingStackVersion\": null,\n",
       "    \"name\": \"monenvironnement\",\n",
       "    \"python\": {\n",
       "        \"baseCondaEnvironment\": null,\n",
       "        \"condaDependencies\": {\n",
       "            \"channels\": [\n",
       "                \"anaconda\",\n",
       "                \"conda-forge\"\n",
       "            ],\n",
       "            \"dependencies\": [\n",
       "                \"python=3.6.2\",\n",
       "                {\n",
       "                    \"pip\": [\n",
       "                        \"azureml-defaults\",\n",
       "                        \"scikit-learn==0.23.1\"\n",
       "                    ]\n",
       "                },\n",
       "                \"scikit-learn\"\n",
       "            ],\n",
       "            \"name\": \"azureml_fe9cd39b56c3059ec49f8ae324ce8ebd\"\n",
       "        },\n",
       "        \"condaDependenciesFile\": null,\n",
       "        \"interpreterPath\": \"python\",\n",
       "        \"userManagedDependencies\": false\n",
       "    },\n",
       "    \"r\": null,\n",
       "    \"spark\": {\n",
       "        \"packages\": [],\n",
       "        \"precachePackages\": true,\n",
       "        \"repositories\": []\n",
       "    },\n",
       "    \"version\": \"6\"\n",
       "}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Enregistrement environnement\n",
    "monenvironnement.register(workspace=ws)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Liste des environnements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nom myenv \t - version 2\n",
      "Nom diabetes-experiment-env \t - version 9\n",
      "Nom monenvironnement \t - version 6\n",
      "Nom AzureML-AutoML \t - version 38\n",
      "Nom AzureML-PyTorch-1.0-GPU \t - version 38\n",
      "Nom AzureML-Scikit-learn-0.20.3 \t - version 37\n",
      "Nom AzureML-TensorFlow-1.12-CPU \t - version 36\n",
      "Nom AzureML-PyTorch-1.2-GPU \t - version 38\n",
      "Nom AzureML-TensorFlow-2.0-GPU \t - version 36\n",
      "Nom AzureML-TensorFlow-2.0-CPU \t - version 35\n",
      "Nom AzureML-Chainer-5.1.0-GPU \t - version 38\n",
      "Nom AzureML-TensorFlow-1.13-CPU \t - version 37\n",
      "Nom AzureML-Minimal \t - version 37\n",
      "Nom AzureML-Chainer-5.1.0-CPU \t - version 37\n",
      "Nom AzureML-PyTorch-1.4-GPU \t - version 28\n",
      "Nom AzureML-PySpark-MmlSpark-0.15 \t - version 33\n",
      "Nom AzureML-PyTorch-1.3-CPU \t - version 33\n",
      "Nom AzureML-PyTorch-1.1-GPU \t - version 38\n",
      "Nom AzureML-TensorFlow-1.10-GPU \t - version 38\n",
      "Nom AzureML-PyTorch-1.2-CPU \t - version 37\n",
      "Nom AzureML-TensorFlow-1.13-GPU \t - version 38\n",
      "Nom AzureML-Hyperdrive-ForecastDNN \t - version 38\n",
      "Nom AzureML-TensorFlow-1.10-CPU \t - version 37\n",
      "Nom AzureML-PyTorch-1.3-GPU \t - version 36\n",
      "Nom AzureML-PyTorch-1.4-CPU \t - version 28\n",
      "Nom AzureML-Tutorial \t - version 52\n",
      "Nom AzureML-PyTorch-1.0-CPU \t - version 37\n",
      "Nom AzureML-PyTorch-1.1-CPU \t - version 37\n",
      "Nom AzureML-TensorFlow-1.12-GPU \t - version 38\n",
      "Nom AzureML-VowpalWabbit-8.8.0 \t - version 26\n",
      "Nom AzureML-AutoML-DNN-GPU \t - version 26\n",
      "Nom AzureML-AutoML-GPU \t - version 26\n",
      "Nom AzureML-Designer-VowpalWabbit \t - version 8\n",
      "Nom AzureML-TensorFlow-2.2-GPU \t - version 5\n",
      "Nom AzureML-TensorFlow-2.2-CPU \t - version 5\n",
      "Nom AzureML-PyTorch-1.6-CPU \t - version 5\n",
      "Nom AzureML-PyTorch-1.6-GPU \t - version 5\n",
      "Nom AzureML-Triton \t - version 2\n",
      "Nom AzureML-Sidecar \t - version 12\n",
      "Nom AzureML-Dask-CPU \t - version 23\n",
      "Nom AzureML-Dask-GPU \t - version 21\n",
      "Nom AzureML-TensorFlow-2.1-GPU \t - version 13\n",
      "Nom AzureML-PyTorch-1.5-GPU \t - version 19\n",
      "Nom AzureML-PyTorch-1.5-CPU \t - version 18\n",
      "Nom AzureML-TensorFlow-2.1-CPU \t - version 12\n",
      "Nom AzureML-AutoML-DNN-Vision-GPU \t - version 17\n",
      "Nom AzureML-AutoML-DNN \t - version 36\n",
      "Nom AzureML-Designer-Score \t - version 12\n",
      "Nom AzureML-Designer-PyTorch-Train \t - version 9\n",
      "Nom AzureML-Designer-IO \t - version 20\n",
      "Nom AzureML-Designer-Transform \t - version 20\n",
      "Nom AzureML-Designer-Recommender \t - version 22\n",
      "Nom AzureML-Designer-CV \t - version 12\n",
      "Nom AzureML-Designer-NLP \t - version 14\n",
      "Nom AzureML-Designer-PyTorch \t - version 13\n",
      "Nom AzureML-Designer-CV-Transform \t - version 12\n",
      "Nom AzureML-Designer \t - version 21\n",
      "Nom AzureML-Designer-R \t - version 21\n"
     ]
    }
   ],
   "source": [
    "# Liste - on voit bien la création de l'environnement\n",
    "for name,env in ws.environments.items():\n",
    "    print(\"Nom {} \\t - version {}\".format(name,env.version))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Visualisation environnement :\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{\n",
       "    \"databricks\": {\n",
       "        \"eggLibraries\": [],\n",
       "        \"jarLibraries\": [],\n",
       "        \"mavenLibraries\": [],\n",
       "        \"pypiLibraries\": [],\n",
       "        \"rcranLibraries\": []\n",
       "    },\n",
       "    \"docker\": {\n",
       "        \"arguments\": [],\n",
       "        \"baseDockerfile\": null,\n",
       "        \"baseImage\": \"mcr.microsoft.com/azureml/base:intelmpi2018.3-ubuntu16.04\",\n",
       "        \"baseImageRegistry\": {\n",
       "            \"address\": null,\n",
       "            \"password\": null,\n",
       "            \"registryIdentity\": null,\n",
       "            \"username\": null\n",
       "        },\n",
       "        \"enabled\": false,\n",
       "        \"platform\": {\n",
       "            \"architecture\": \"amd64\",\n",
       "            \"os\": \"Linux\"\n",
       "        },\n",
       "        \"sharedVolumes\": true,\n",
       "        \"shmSize\": null\n",
       "    },\n",
       "    \"environmentVariables\": {\n",
       "        \"MESSAGE\": \"Mon environnement !\"\n",
       "    },\n",
       "    \"inferencingStackVersion\": null,\n",
       "    \"name\": \"monenvironnement\",\n",
       "    \"python\": {\n",
       "        \"baseCondaEnvironment\": null,\n",
       "        \"condaDependencies\": {\n",
       "            \"channels\": [\n",
       "                \"anaconda\",\n",
       "                \"conda-forge\"\n",
       "            ],\n",
       "            \"dependencies\": [\n",
       "                \"python=3.6.2\",\n",
       "                {\n",
       "                    \"pip\": [\n",
       "                        \"azureml-defaults\"\n",
       "                    ]\n",
       "                }\n",
       "            ],\n",
       "            \"name\": \"azureml_da3e97fcb51801118b8e80207f3e01ad\"\n",
       "        },\n",
       "        \"condaDependenciesFile\": null,\n",
       "        \"interpreterPath\": \"python\",\n",
       "        \"userManagedDependencies\": false\n",
       "    },\n",
       "    \"r\": null,\n",
       "    \"spark\": {\n",
       "        \"packages\": [],\n",
       "        \"precachePackages\": true,\n",
       "        \"repositories\": []\n",
       "    },\n",
       "    \"version\": \"1\"\n",
       "}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "restored_environment = Environment.get(workspace=ws,name=\"monenvironnement\",version=\"1\")\n",
    "\n",
    "print(\"Visualisation environnement :\")\n",
    "restored_environment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Azure ML Studio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://ml.azure.com/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://github.com/retkowsky/images/blob/master/LandingPage.jpg?raw=true\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Azure ML CLI (Command Line Interface)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Documentation Azure ML CLI :\n",
    "https://docs.microsoft.com/en-us/azure/machine-learning/reference-azure-machine-learning-cli\n",
    "\n",
    "Prérequis : Azure CLI\n",
    "Pour installer Azure CLI sur Windows :\n",
    "https://docs.microsoft.com/en-us/cli/azure/install-azure-cli-windows?view=azure-cli-latest\n",
    "<br>\n",
    "\n",
    "Azure QuickStart Template\n",
    "https://azure.microsoft.com/en-us/resources/templates/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Documentation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Documentation :<br> https://docs.microsoft.com/en-us/azure/machine-learning/\n",
    "\n",
    "- Nouveautés versions Azure ML service: <br>\n",
    "https://docs.microsoft.com/en-us/azure/machine-learning/service/azure-machine-learning-release-notes?view=azure-ml-py\n",
    "\n",
    "- What is Azure ML service SDK?<br>\n",
    "https://docs.microsoft.com/en-us/python/api/overview/azure/ml/intro?view=azure-ml-py\n",
    "\n",
    "- Azure ML Visual Interface<br>\n",
    "Algorithm & module reference overview<br>\n",
    "https://docs.microsoft.com/en-us/azure/machine-learning/algorithm-module-reference/module-reference\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://github.com/retkowsky/images/blob/master/Powered-by-MS-Azure-logo-v2.png?raw=true\" height=\"300\" width=\"300\">"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3.6 - AzureML",
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   "codemirror_mode": {
    "name": "ipython",
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