{"id":46435,"date":"2023-08-30T14:12:37","date_gmt":"2023-08-20T09:28:29","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46435-2\/"},"modified":"2024-04-30T20:46:17","modified_gmt":"2024-04-30T12:46:17","slug":"46435-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46435-2\/","title":{"rendered":""},"content":{"rendered":"

Azure Machine Learning\u306fMicrosoft\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\n

Azure Machine Learning\u3067\u306fGUI\u3092\u4f7f\u3063\u3066\u69d8\u3005\u306a\u6a5f\u68b0\u5b66\u7fd2\u306e\u624b\u6cd5\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304cJupyter\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

Azure Machine Learning\u3067Jupyter Notebook\u3092\u4f7f\u3046<\/h1>\n

Azure Machine Learning\u306e\u306fMicrosoft\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u3082\u3063\u3066\u3044\u308c\u3070\u7121\u6599\u3067\u8a66\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Jupyter\u3082\u7121\u6599\u306e\u30d7\u30e9\u30f3\u3067\u4f7f\u3048\u307e\u3059\u3002<\/p>\n

\u4fa1\u683c\u306b\u3064\u3044\u3066\u306e\u8a73\u7d30\u306f\u4e0b\u8a18\u306e\u30ea\u30f3\u30af\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n

\u6599\u91d1 – Machine Learning | Microsoft Azure<\/p>\n

Microsoft\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210<\/h2>\n

Microsoft\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u3082\u3063\u3066\u3044\u306a\u3044\u5834\u5408\u306b\u306f\u30ea\u30f3\u30af\u5148\u304b\u3089\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n

\u30db\u30fc\u30e0\uff5cMicrosoft \u30a2\u30ab\u30a6\u30f3\u30c8<\/p>\n

\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u4f5c\u6210<\/h2>\n

\u4e0b\u8a18\u30ea\u30f3\u30af\u3092\u958b\u304d\u300cGet Started\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001Microsoft\u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u30b5\u30a4\u30f3\u30a4\u30f3\u3057\u307e\u3059\u3002<\/p>\n

Microsoft Azure Machine Learning Studio<\/p>\n

\u300cWorkspace Not Found\u300d\u3068\u8868\u793a\u3055\u308c\u305f\u753b\u9762\u306b\u306a\u3063\u305f\u3089\u518d\u3073\u30d6\u30e9\u30a6\u30b6\u3067Microsoft Azure Machine Learning Studio\u3092\u958b\u3044\u3066\u300cGet Started\u300d\u30dc\u30bf\u30f3\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n

\u6210\u529f\u3057\u3066\u3044\u308c\u3070\u7121\u6599\u306e\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u304c\u4f5c\u6210\u3055\u308c\u3066\u304a\u308a\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u753b\u9762\u304c\u958b\u304d\u307e\u3059\u3002<\/p>\n

\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n

Jupyter Notebook\u306e\u4f5c\u6210<\/h2>\n

\u753b\u9762\u5de6\u4e0b\u306e\u300c+NEW\u300d\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u753b\u9762\u304c\u958b\u304f\u306e\u3067NOTEBOOK\u304b\u3089Python\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n

\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n

\u4eca\u56de\u306fPython2\u3092\u9078\u629e\u3057\u3066\u307f\u307e\u3059\u3002Notebook\u306e\u540d\u524d\u3092\u8a0a\u304b\u308c\u308b\u306e\u3067\u9069\u5f53\u306b\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n

NOTEBOOKS\u306b\u4f5c\u6210\u3057\u305fJupyter Notebook\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u30af\u30ea\u30c3\u30af\u3057\u3066\u958b\u304d\u307e\u3059\u3002<\/p>\n

\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n

\u7a7a\u306eNotebook\u304c\u958b\u304d\u307e\u3059\u3002\u3053\u306e\u5f8c\u306f\u901a\u5e38\u901a\u308a\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n

\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n

\u4f7f\u7528\u53ef\u80fd\u306a\u30e9\u30a4\u30d6\u30e9\u30ea<\/h2>\n

Azure Machine Learning\u306eJupyter\u306fAnaconda\u3092\u4f7f\u7528\u3057\u3066\u304a\u308a\u3001\u4ee5\u4e0b\u306e\u30ea\u30b9\u30c8\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u4f7f\u7528\u53ef\u80fd\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

Anaconda Package List \u2014 Continuum documentation<\/p>\n

Anaconda\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c2.1\u3068\u5c11\u3057\u53e4\u304f\u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u3088\u3063\u3066\u306f\u6700\u65b0\u3067\u306f\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

Azure Machine Learning\u3068Jupyter Notebook\u306e\u9023\u643a<\/h1>\n

Azure Machine Learning\u306eJupyter Notebook\u306b\u306fAzure Machine Learning\u306ePython\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3092\u5229\u7528\u3057\u3066Azure Machine Learning\u306e\u64cd\u4f5c\u3084\u30c7\u30fc\u30bf\u306e\u3084\u308a\u53d6\u308a\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n

Azure\/Azure-MachineLearning-ClientLibrary-Python<\/p>\n

\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306b\u63a5\u7d9a\u3059\u308b<\/h2>\n

\u307e\u305a\u73fe\u5728\u4f7f\u7528\u3057\u3066\u3044\u308b\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306b\u63a5\u7d9a\u3057\u307e\u3059\u3002\u63a5\u7d9a\u306e\u305f\u3081\u306b\u5fc5\u8981\u306a\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306eID\u3068\u30c8\u30fc\u30af\u30f3\u306fstudio\u306eSETTINGS\u304b\u3089\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

from<\/span> azureml<\/span> import<\/span> Workspace<\/span>\r\nws<\/span> =<\/span> Workspace<\/span>(<\/span>\r\n    workspace_id<\/span>=<\/span>\"YOUR_WORKSPACE_ID\"<\/span>,<\/span> \r\n    authorization_token<\/span>=<\/span>\"YOUR_AUTHORIZATION_TOKEN\"<\/span>,<\/span>\r\n    endpoint<\/span>=<\/span>\"https:\/\/studio.azureml.net\"<\/span>\r\n)<\/span>\r\n<\/code><\/pre>\n
\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3059\u308b<\/h2>\n
\u4f7f\u7528\u3067\u304d\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3057\u3066\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n
ws<\/span>.<\/span>datasets<\/span>\r\n<\/code><\/pre>\n
\u4f7f\u7528\u3057\u305f\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u540d\u524d\u3092\u6307\u5b9a\u3057\u3066\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001to_dataframe\u3067\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
df<\/span> =<\/span> ws<\/span>.<\/span>datasets<\/span>[<\/span>'Bike Rental UCI dataset'<\/span>].<\/span>to_dataframe<\/span>()<\/span>\r\n<\/code><\/pre>\n
Experiment\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b<\/h2>\n
Experiment\u306e\u4e2d\u9593\u30c7\u30fc\u30bf\u3092Jupyter\u3067\u53d6\u5f97\u3059\u308b\u305f\u3081\u306b\u306f\u300cConvert to CSV\u300d\u306b\u30c7\u30fc\u30bf\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n
\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n
\u300cConvert to CSV\u300d\u306e\u51fa\u529b\u30dd\u30fc\u30c8\u3092\u30af\u30ea\u30c3\u30af\u3057\u300cGenerate Data Access Code\u300d\u3092\u9078\u629e\u3059\u308b\u3068\u4e2d\u9593\u30c7\u30fc\u30bf\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3068\u3057\u3066\u53d6\u5f97\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002
\n\uff08\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3078\u306e\u63a5\u7d9a\u306e\u30b3\u30fc\u30c9\u3082\u8868\u793a\u3055\u308c\u307e\u3059\u304cendpoint\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u306a\u3044\u3068\u30a8\u30e9\u30fc\u304c\u3067\u307e\u3057\u305f\u3002\u4e0a\u8a18\u306e\u3088\u3046\u306bendpoint\u3092\u8ffd\u52a0\u3057\u305f\u3089\u52d5\u304d\u307e\u3057\u305f\u3002\uff09<\/p>\n
Jupyter\u306e\u30c7\u30fc\u30bf\u3092Azure Machine Learning\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u8ffd\u52a0\u3059\u308b<\/h2>\n
Jupyter\u3067\u64cd\u4f5c\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092Azure Machine Learning\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u8ffd\u52a0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u8ffd\u52a0\u3059\u308b\u969b\u306b\u306fadd_from_dataframe\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n
import<\/span> pandas<\/span> as<\/span> pd<\/span>\r\nimport<\/span> numpy<\/span> as<\/span> np<\/span>\r\nfrom<\/span> sklearn.datasets<\/span> import<\/span> load_boston<\/span>\r\n\r\nboston<\/span> =<\/span> load_boston<\/span>()<\/span>\r\ndf<\/span> =<\/span> pd<\/span>.<\/span>DataFrame<\/span>(<\/span>\r\n  np<\/span>.<\/span>column_stack<\/span>([<\/span>boston<\/span>.<\/span>data<\/span>,<\/span> boston<\/span>.<\/span>target<\/span>]),<\/span>\r\n  columns<\/span>=<\/span>boston<\/span>.<\/span>feature_names<\/span>\r\n)<\/span>\r\n\r\ndataset<\/span> =<\/span> ws<\/span>.<\/span>datasets<\/span>.<\/span>add_from_dataframe<\/span>(<\/span>\r\n    dataframe<\/span>=<\/span>df<\/span>,<\/span>\r\n    data_type_id<\/span>=<\/span>'GenericCSV'<\/span>,<\/span>\r\n    name<\/span>=<\/span>'boston'<\/span>,<\/span>\r\n    description<\/span>=<\/span>boston<\/span>.<\/span>DESCR<\/span>,<\/span>\r\n)<\/span>\r\n<\/code><\/pre>\n
Web\u30b5\u30fc\u30d3\u30b9\u3092\u4f5c\u6210\u3059\u308b<\/h2>\n
Jupyter\u304b\u3089Web\u30b5\u30fc\u30d3\u30b9\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u6b21\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068add\u3068\u3044\u3046\u3059\u308bWeb\u30b5\u30fc\u30d3\u30b9\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n
from<\/span> azureml<\/span> import<\/span> services<\/span>\r\n\r\n@<\/span>services<\/span>.<\/span>publish<\/span>(<\/span>ws<\/span>.<\/span>workspace_id<\/span>,<\/span> ws<\/span>.<\/span>authorization_token<\/span>)<\/span>\r\n@<\/span>services<\/span>.<\/span>types<\/span>(<\/span>a<\/span> =<\/span> float<\/span>,<\/span> b<\/span> =<\/span> float<\/span>)<\/span>\r\n@<\/span>services<\/span>.<\/span>returns<\/span>(<\/span>float<\/span>)<\/span>\r\ndef<\/span> add<\/span>(<\/span>a<\/span>,<\/span> b<\/span>):<\/span>\r\n    return<\/span> a<\/span> +<\/span> b<\/span>\r\n<\/code><\/pre>\n
\u65e2\u5b58\u306eWeb\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u7528\u3059\u308b<\/h2>\n
\u65e2\u5b58\u306eWeb\u30b5\u30fc\u30d3\u30b9\u3092Jupyter\u304b\u3089\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n
Jupyter\u3067\u4f5c\u6210\u3057\u305fWeb\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3068\u8a8d\u8a3c\u304c\u901a\u3089\u305a\u3046\u307e\u304f\u3044\u304b\u306a\u304b\u3063\u305f\u305f\u3081GUI\u3067
\n\u8db3\u3057\u7b97\u3092\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3092\u4f5c\u6210\u3057Jupyter\u304b\u3089\u4f7f\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n
\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n
\u300cExecute Python Script\u300d\u306e\u4e2d\u8eab\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
def<\/span> azureml_main<\/span>(<\/span>dataframe1<\/span> =<\/span> None<\/span>):<\/span>\r\n    dataframe1<\/span>[<\/span>'c'<\/span>]<\/span> =<\/span> dataframe1<\/span>.<\/span>a<\/span> +<\/span> dataframe1<\/span>.<\/span>b<\/span>\r\n    return<\/span> dataframe1<\/span>\r\n<\/code><\/pre>\n
\u3053\u308c\u3092Web\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u3068\u6b21\u306e\u3088\u3046\u306b2\u3064\u306e\u6570\u5b57\u3092\u8db3\u3057\u7b97\u3057\u3066\u304f\u308c\u308b\u30b5\u30fc\u30d3\u30b9\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n
\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n
\u3053\u306eWeb\u30b5\u30fc\u30d3\u30b9\u3092Notebook\u304b\u3089\u4f7f\u7528\u3059\u308b\u305f\u3081\u306b\u306f\u6b21\u306e\u3088\u3046\u306b\u30c7\u30b3\u30ec\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002
\nurl\u3068api_key\u306f\u4f5c\u6210\u3057\u305fWeb\u30b5\u30fc\u30d3\u30b9\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c8\u3001REQUEST\/RESPONSE\u306e\u30d8\u30eb\u30d7\u30da\u30fc\u30b8\u304b\u3089\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n
from<\/span> azureml<\/span> import<\/span> services<\/span>\r\n\r\nurl<\/span> =<\/span> 'WEB_SERVICE_URL'<\/span>\r\napi_key<\/span> =<\/span> 'WEB_SERVICE_API_KEY'<\/span>\r\n@<\/span>services<\/span>.<\/span>service<\/span>(<\/span>url<\/span>,<\/span> api_key<\/span>)<\/span>\r\n@<\/span>services<\/span>.<\/span>types<\/span>(<\/span>a<\/span> =<\/span> float<\/span>,<\/span> b<\/span> =<\/span> float<\/span>)<\/span>\r\n@<\/span>services<\/span>.<\/span>returns<\/span>(<\/span>float<\/span>)<\/span>\r\ndef<\/span> add<\/span>(<\/span>a<\/span>,<\/span> b<\/span>):<\/span>\r\n    pass<\/span>\r\n<\/code><\/pre>\n
\u3053\u306e\u95a2\u6570\u3092Web\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\uff08\u521d\u56de\u306f\u5b9f\u884c\u307e\u3067\u5c11\u3057\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\uff09<\/p>\n
\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n
\u6700\u5f8c\u306b<\/h1>\n
\u307e\u3060\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u30fbJupyter\u304b\u3089\u3067\u304d\u306a\u3044\u3053\u3068\u3082\u591a\u3044\u3067\u3059\u304c\u3001\u4eca\u5f8c\u9023\u643a\u6a5f\u80fd\u304c\u5f37\u5316\u3055\u308c\u3066\u3044\u304d\u305d\u3046\u306a\u306e\u3067\u697d\u3057\u307f\u3067\u3059\u3002Azure Machine Learning\u306f\u4f8b\u304c\u591a\u304f\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u306e\u3067Jupyter\u3067\u9014\u4e2d\u7d50\u679c\u3092\u8a73\u3057\u304f\u307f\u305f\u308a\u3001\u30b0\u30e9\u30d5\u3092\u66f8\u3044\u305f\u308a\u3059\u308b\u3068\u9762\u767d\u305d\u3046\u3067\u3059\u3002<\/p>\n
\u53c2\u8003\u8cc7\u6599<\/h1>\n
    \n
  • \n
      Introducing Jupyter Notebooks in Azure ML Studio – Machine Learning – Site Home – TechNet Blogs<\/ul>\n<\/li>\n<\/ul>\n
       <\/p>\n
        Machine Learning Python \u30af\u30e9\u30a4\u30a2\u30f3\u30c8 \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066 Python \u306e\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b | Microsoft Azure<\/ul>\n","protected":false},"excerpt":{"rendered":"
        Azure Machine Learning\u306fMicrosoft\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u30b5\u30fc\u30d3 […]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46435","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n- Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/46435-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"Azure Machine Learning\u306fMicrosoft\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u30b5\u30fc\u30d3 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46435-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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