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20170323 Azure Machine Learning Handson for Beginner
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2017/03/23 に行った Azure Machine Learning の初心者向けハンズオンの資料です
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20170323 Azure Machine Learning Handson for Beginner
1.
AzureMachineLearning ISAO MSP
2.
• • PC • • • Microsoft
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• • Microsoft Azure •
Azure Machine Learning •
4.
• 2017 1
ISAO • http://kheiakiyama.hateblo.jp/ • Azure • <10 • DeepLearning4
5.
( ) • • • • python
6.
yak shaving
7.
• HelloWorld • • • 2
8.
HelloWorld AzureMachineLearning
9.
MicrosoftAzure
10.
11.
Microsoft Azure • https://portal.azure.com •
Microsoft • Azure
12.
Azure Machine Learning
13.
Azure Machine Learning •
https://azure.microsoft.com/ja-jp/services/ machine-learning/ • https://docs.microsoft.com/ja-jp/azure/ machine-learning/machine-learning-studio- overview-diagram
14.
15.
Azure Machine Learning •
2 • Microsoft • Azure • Pricing https://azure.microsoft.com/ja-jp/pricing/ details/machine-learning/
16.
17.
• • AI • 2017/1/1
2017/1/2 • 50 • WebAPI
18.
19.
• Microsoft Azure
Machine Learning Studio https://studio.azureml.net/ • Sign In
20.
21.
• https://goo.gl/Mdzn3p • DATASETS
NEW csv
22.
23.
• EXPERIMENTS NEW
Blank Experiment • Saved Datasets -> My Datasets holiday.csv 📒 item
24.
25.
• Select Columns
in Dataset • Holiday.csv Select Columns • Select Columns Properties -> Launch column selector title 📒 Holiday.csv Visualize Select Columns
26.
27.
• Split Data •
Select Columns Split Data • Split Data Properties -> Fraction of rows … 0.7 📒 70% 30%
28.
29.
• Train Model •
Split Data Train Model • Train Model Properties -> Launch column selector holiday 📒
30.
31.
• Score Model •
Train Model Score Model • Split Data Score Model 📒
32.
33.
• Evaluate Model •
Score Model Evaluate Model 📒
34.
35.
• 2 Two-Class
… • ( ) • Train Model 📒
36.
37.
• • Run • Evaluate
Model Visualize • Train Model Visualize 📒
38.
39.
40.
• SetUp WebService
WebAPI • Predictive Web Service WebAPI
41.
42.
• 1 Run
Web Deploy • • WebService UI 📒 Swagger API
43.
44.
45.
46.
AML
47.
AML
48.
AML • Excute Python(R)
Script https://goo.gl/Z2D0fr
49.
AML
50.
51.
52.
53.
54.
55.
56.
• Azure Machine
Learning • •
57.
58.
Azure • AzureStorage Blob, Table(KVS) •
AzureDataFactory • AzureFunctions RestAPI • CognitiveServices WebAPI
59.
60.
• : https://docs.microsoft.com/ja-jp/azure/machine-learning/ machine-learning-faq •
: https://blogs.msdn.microsoft.com/kosasaki/2016/04/13/ azure-machine-learning- %E3%82%92%E5%88%A9%E7%94%A8%E3%81%99%E3 %82%8B%E3%81%8A%E5%AE%A2%E6%A7%98%E3%8 1%8B%E3%82%89%E3%81%AE%E3%82%88%E3%81%8 F%E3%81%82%E3%82%8B%E8%B3%AA%E5%95%8F/
61.
• :Microsoft Azure
Machine Learning https://docs.microsoft.com/ja-jp/azure/machine-learning/ machine-learning-algorithm-choice • : https://ty-memo.azurewebsites.net/azure/microsoft-azure- machine-learning- %E6%97%A5%E6%9C%AC%E8%AA%9E%E7%89%88%E3%82% A2%E3%83%AB%E3%82%B4%E3%83%AA%E3%82%BA%E3%8 3%A0%E3%83%81%E3%83%BC%E3%83%88%E3%82%B7%E3 %83%BC%E3%83%88%E3%82%92%E5%85%AC/
62.
• : https://msdn.microsoft.com/library/en-us/Dn905812.aspx •
Azure Machine Learning http://qiita.com/hiiyan0402/items/3e1584b25bfb6f453f52 • https://freelance.levtech.jp/guide/detail/41/ • http://qiita.com/tomomoto/items/b3fd1ec7f9b68ab6dfe2
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