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https://www.facebook.com/dahatake/
https://twitter.com/dahatake/
https://github.com/dahatake/
https://daiyuhatakeyama.wordpress.com/
https://www.slideshare.net/dahatake/
H Y P E R S C A L E ,
E N T E R P R I S E - G R A D E
I N F R A S T R U C T U R E
D E V E L O P E R T O O L S &
S E R V I C E S
O P E N P L A T F O R M F O R
D A T A S C I E N C E
Hardware
Storage management
Software
AI Applications (1st & 3rd party) Cognitive Services Bot Framework
Spark AI Batch Training DS VM SQL Server ACS
BLOB Cosmos DB SQL DB/DW ADLS
CPUs FPGA GPUs IoT
Azure Machine Learning
Model deployment & management
Machine Learning toolkits
Experimentation management,
data prep, & collaboration
CNTK
Tensorflow
Chainer
Scikit-Learn
Other Libs.
PROSE
Docker
Cloud – Spark, SQL, other engines
ML Server – Spark, SQL, VMs
Edge
M I C R O S O F T A I P L A T F O R M
Artificial intelligence
Vision
Speech
Language
Video Indexer
Cognitive Services Labs
Video Indexer
Cognitive Services Labs
Custom Custom CustomCustom Custom
Cognitive Services + Bot Framework
So instead:
Hello user! How can I
help you?
Events
Stages
Amenities
What types of events are
you interested in?
Music
Comedy
Film
Laser Dome
Spectacles
Theater
What music would you like?
(By the way, next time you
could just type “I’m looking
for music events” and I will
know what to do.)
Location Categories Description
Shibuya Chinese There is a large menu of Chinese food. Because
the cooking time is short, it is possible to eat
immediately. The fried rice is very delicious.
Shibuya Italy None of the flavors are good. The price is slightly
higher, but it is the amount and the taste
corresponding to it.
Shinjuku Chinese It is a shop of the counter-principal that a
businessman is easy to enter alone. It is early until
the dish comes out after it orders it anyway. It's
perfect for busy people.
{
"name": "qnakb",
"fields": [
{ "name":"id", "type":"Edm.String", "key":true,
"searchable":false, "filterable":false, "sortable":false, "facetable":false },
{ "name":"question", "type":"Edm.String", "searchable":true, "filterable":false,
"sortable":false, "facetable":false,"analyzer":“ja.lucene"},
{ "name":"answer", "type":"Edm.String", "searchable":true, "filterable":false,
"sortable":false, "facetable":false,"analyzer":"ja.lucene"},
{ "name":"category", "type":"Edm.String", "searchable":false,
"filterable":true, "sortable":true, "facetable":true },
{ "name":"url", "type":"Edm.String", "searchable":false,
"filterable":false, "sortable":false, "facetable":false },
{ "name":"tags", "type":"Collection(Edm.String)",
"searchable":false, "filterable":true, "sortable":false, "facetable":false }
],
…
}
question, answer Field should be searchable
{
"fields": […],
"scoringProfiles": [
{
"name": "weightedFields",
"text": {
"weights": {
"question": 9,
"answer": 1
}
}
}
]
}
& searchMode=any
& queryType=full
& search=“キーワード”
& scoringProfile=weightedFields
( & $filter=category eq ‘カテゴリ’ )
カテゴリ絞りをする場合
Field weight for scoring
question : 9
answer :1
© 2016 Microsoft Corporation. All rights reserved. Microsoft, Windows, Windows Vista and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries.
The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation. Because Microsoft must respond to changing market conditions, it should not be interpreted to be a
commitment on the part of Microsoft, and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation.
MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
© 2014 Microsoft Corporation. All rights reserved. Microsoft, Windows and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries.
The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation. Because Microsoft must respond to changing market conditions, it should not be interpreted to be a commitment on
the part of Microsoft, and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

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Collaboration between LINE, Microsoft and AI by the developers, for the developers.

  • 2. H Y P E R S C A L E , E N T E R P R I S E - G R A D E I N F R A S T R U C T U R E D E V E L O P E R T O O L S & S E R V I C E S O P E N P L A T F O R M F O R D A T A S C I E N C E Hardware Storage management Software AI Applications (1st & 3rd party) Cognitive Services Bot Framework Spark AI Batch Training DS VM SQL Server ACS BLOB Cosmos DB SQL DB/DW ADLS CPUs FPGA GPUs IoT Azure Machine Learning Model deployment & management Machine Learning toolkits Experimentation management, data prep, & collaboration CNTK Tensorflow Chainer Scikit-Learn Other Libs. PROSE Docker Cloud – Spark, SQL, other engines ML Server – Spark, SQL, VMs Edge M I C R O S O F T A I P L A T F O R M
  • 5. Video Indexer Cognitive Services Labs Custom Custom CustomCustom Custom
  • 6. Cognitive Services + Bot Framework
  • 7.
  • 8.
  • 9.
  • 10. So instead: Hello user! How can I help you? Events Stages Amenities What types of events are you interested in? Music Comedy Film Laser Dome Spectacles Theater What music would you like? (By the way, next time you could just type “I’m looking for music events” and I will know what to do.)
  • 11.
  • 12. Location Categories Description Shibuya Chinese There is a large menu of Chinese food. Because the cooking time is short, it is possible to eat immediately. The fried rice is very delicious. Shibuya Italy None of the flavors are good. The price is slightly higher, but it is the amount and the taste corresponding to it. Shinjuku Chinese It is a shop of the counter-principal that a businessman is easy to enter alone. It is early until the dish comes out after it orders it anyway. It's perfect for busy people.
  • 13. { "name": "qnakb", "fields": [ { "name":"id", "type":"Edm.String", "key":true, "searchable":false, "filterable":false, "sortable":false, "facetable":false }, { "name":"question", "type":"Edm.String", "searchable":true, "filterable":false, "sortable":false, "facetable":false,"analyzer":“ja.lucene"}, { "name":"answer", "type":"Edm.String", "searchable":true, "filterable":false, "sortable":false, "facetable":false,"analyzer":"ja.lucene"}, { "name":"category", "type":"Edm.String", "searchable":false, "filterable":true, "sortable":true, "facetable":true }, { "name":"url", "type":"Edm.String", "searchable":false, "filterable":false, "sortable":false, "facetable":false }, { "name":"tags", "type":"Collection(Edm.String)", "searchable":false, "filterable":true, "sortable":false, "facetable":false } ], … } question, answer Field should be searchable
  • 14. { "fields": […], "scoringProfiles": [ { "name": "weightedFields", "text": { "weights": { "question": 9, "answer": 1 } } } ] } & searchMode=any & queryType=full & search=“キーワード” & scoringProfile=weightedFields ( & $filter=category eq ‘カテゴリ’ ) カテゴリ絞りをする場合 Field weight for scoring question : 9 answer :1
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20. © 2016 Microsoft Corporation. All rights reserved. Microsoft, Windows, Windows Vista and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries. The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation. Because Microsoft must respond to changing market conditions, it should not be interpreted to be a commitment on the part of Microsoft, and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION. © 2014 Microsoft Corporation. All rights reserved. Microsoft, Windows and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries. The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation. Because Microsoft must respond to changing market conditions, it should not be interpreted to be a commitment on the part of Microsoft, and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.