コンピューターと対話する - Conversation as a platform -

#azurejp
https://www.facebook.com/dahatake/
https://twitter.com/dahatake/
https://github.com/dahatake/
https://daiyuhatakeyama.wordpress.com/

mid-80s
PC
mid-90s
Web
mid-00s
スマート
フォン
mid-10s
メッセージング

James Whittaker
Fri 2/23/2013 4:35 PM
Jennifer Whittaker
OF Monsters And Men Coming!
Hey Dad,
One of my favorite bands, Of Monsters And Men, is coming to the Paramount Theater in May. OMG!!! I WANT to seem them and would
LOVE to see them with my concert buddy!    
Father and daughter night out (your treat…lucky!)
Let me know…, NOW!!!!!!!! ;)
TTYL,
Jen
Action Broker

James Whittaker
Fri 2/23/2013 4:35 PM
Jennifer Whittaker
Hey Dad,
TTYL,
Jen
Message

James Whittaker
Fri 2/23/2013 4:35 PM
Jennifer Whittaker
Hey Dad,
TTYL,
Jen
Message
Band
Overview
Buy Music
Top
Videos
Similar
Artists
biography
After winning the nationwide 2010 battle-of-
the-bands competition Musiktilraunir in their
native Iceland, six-piece chamber pop group
Of Monsters and Men were hailed as "the
new Arcade Fire" in Rolling Stone magazine.
A bidding war ensued, and the group signed
with Universal Music Group. In the beginning
of 2012, a four-song EP titled Into the Woods
was issued as a preview to their full-length debut, My Head Is an Animal,
which was released in the States that spring.

James Whittaker
Fri 2/23/2013 4:35 PM
Jennifer Whittaker
Hey Dad,
TTYL,
Jen
Message
Overview
Buy
Tickets
Seating
Chart
Maps &
Directions
Nearby
Seattle, WA
901 Pine Street
98101
An iconic venue in the heart of Seattle, the
Paramount Theater presents the best in
Broadway shows and live entertainment.
Originally opened in 1928 the theater has
been restored and maintained as one of
Seattle's premier entertainment venues.

James Whittaker
Fri 2/23/2013 4:35 PM
Jennifer Whittaker
Hey Dad,
TTYL,
Jen
Message
Overview
Buy
Tickets
Seating
Chart
Maps &
Directions
Nearby
Sunday, April 2nd Nick Cave
Sunday, April 10th Jillian Michaels
Wednesday, April 13th Chris Tucker
April 16th – April 23rd Black Watch
May 1st – May 5th Black Watch
Friday, May 11th Russell Peters
Tuesday, May 14th Of Monster And Men

コミュニケーションを解析し、
そのコンテキストを類推する。=
Know
すぐに次の行動に移る事ができる。
= Do

『夏休みの
予定を
立てませんか? 』

ワークフローの中心たる
コンテキストがCanvasになる。
次のステップに適切な
サービスを探し、 = Know
呼び出す = Do

こんにちは。○○株式会社の□□と申します。
本日△△さんと11:00からお約束しておりま
す。
Intent: MTG
Entities
CompanyName:○○株式会社
VisitorName: □□
RequesterName: △△
MeetingDateTime: Today, 11:00
□□様、お待ちしておりました。
××番の会議室までお越しください。

Pepper × Azure
デバイスエコシステム
Power BI を始めとした
データ活用エコシステム
Device
Controller
Device
Router
Application
Router
32 インスタンス
までスケール可能
Microsoft Azure
繰り返し学習
Power BI
Service
Cloud AI
の利用

EmotionalProductivity
明日の天気は
晴れです。
どこか
出かける予定でもある
の？
明日晴れるかなぁ？

旅行 Bot
Conversational
Agent
宿泊予約飛行機
の予約
ご挨拶
(Hello!)
会員確認Dialogs/Tasks
Parameters (なし)
チェックイン
日
チェックアウ
ト日
人数
(部屋の種類)
概算見積もり
出発場所
…..
到着場所
認証
特別オファー

認証
検索
購入
いらっしゃい
ませ、
畠山さん
はい、こちら
に。
承りました。
ご利用ありが
とうございま

Bot
Framework
Cortana
Your personal assistant
Cognitive
Services

ダイアログ形式の
コミュニケーションを実
装
(C#, Node.js)
BOT アプリをメッセージ
ングサービスに接続
Bing, Cortana などから利
用できるディレクトリに
登録

http://aka.ms/bf-bc-vstemplate
https://aka.ms/bf-bc-emulator
https://github.com/Microsoft/botbuilder
https://docs.botframework.com/en-us/node/builder/overview/

# データのセット
BotData userData = await activity.GetStateClient().BotState.GetUserDataAsync(activity.ChannelId,
activity.From.Id);
userData.SetProperty<int>("AuthProcess", 0);
# セットしたデータの取得
BotData userData = await stateClient.BotState.GetUserDataAsync(activity.ChannelId, activity.From.Id);

画像/ビデオの
読解/顔識別/
感情判別/OCR
話者識別
音声⇔テキスト
文章解析
文意文脈理解
Web/学術情報
ビックデータ解
析
Bing による検
索

Intent と Entity を登録
登録した Intent と Entity
への対応付けを学習

[LuisModel("78685ddf-f144-4a10-9840-xxxxxxxxxxxx", "0fc3f088e3ab402f822fxxxxxxxxxxxx")]
[Serializable]
class HelpDeskOrderDialog : LuisDialog<HelpDeskOrder> {
[LuisIntent("")]
public async Task None(IDialogContext context, LuisResult result) {
await context.PostAsync("I'm sorry, I didn't understand you.");
context.Wait(MessageReceived);
}
[LuisIntent("InstallSoftware")]
public async Task ProcessInsallSoftware(IDialogContext context, LuisResult result) {
string software = result.Entities[0].Entity;
await context.PostAsync($"So, you want to install {software}. I will put your request into the system. ");
context.Wait(MessageReceived);
}
…

Microsoft
Bot
Framework
Knowledge
Base
Azure
Search
Logic
Apps

Azure
Search
Document
DB Azure Media Services
Microsoft Cognitive
Service
Azure Machine
Learning
Microsoft
Bot
Framework

作業不要
自動設定
http://aka.ms/LUISBot

ImageNet
最大規模のイメージデータセット
– 120万の学習用イメージ、10のテスト用イメージ
– 1000 クラス
http://image-net.org
28.2 25.8
16.4
11.7
7.3 6.7 5.1 3.5
2010 2011 Utronto 2012 NYU 2013 Oxford 2014 GoogleNet 2014 Human Microsoft 2015

Class Outlook Temp. Windy
Play Sunny Low Yes
No Play Sunny High Yes
No Play Sunny High No
Play Overcast Low Yes
Play Overcast High No
Play Overcast Low No
No Play Rainy Low Yes
Play Rainy Low No
? Sunny Low No
label (y)
play / no play
features
outlook, temp,
windy
values (x)
[Sunny, Low, Yes]

Class Outlook Temp. Windy
Play Sunny Low Yes
No Play Sunny High Yes
No Play Sunny High No
Play Overcast Low Yes
Play Overcast High No
Play Overcast Low No
No Play Rainy Low Yes
Play Rainy Low No
? Sunny Low No

というアルゴリズムを選択した
場合
どの Feature が
何の Value だった
ら妥当なのかを
作ってくれる!
複数の Model を
作ってくれる!
(個数の指定が可
能)

Input data
Data Transformation
Train Model
Algorithm Split Data
Score Model
Evaluate Model

© 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.

コンピューターと対話する - Conversation as a platform -

コンピューターと対話する - Conversation as a platform -

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コンピューターと対話する - Conversation as a platform -

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