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김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
관련 기술 주요내용
패턴인식
(Pattern Recognition)
기계에 의하여 도형, 문자, 음성 등을 식별하는 것
자연어처리
(natural Language Processing)
인간이 보통 쓰는 언어를 컴퓨터에 인식시켜 처리하는 일
정보검색 질의 응답, 시스템 자동 번역, 통역 등이 포함됨
시멘틱 웹
(Symantic Web)
컴퓨터가 정보 자원의 뜻을 이해하고 논리적 추론까지 할
수 있는 차세대 지능형 웹
텍스트 마이닝
(Text Mining)
비정형 텍스트 데이터에서 새롭고 유용한 정보를 찾아내
는 과정 또는 기술
상황인식 컴퓨팅
(Context Aware Computing)
가상공간에서 현실의 상황을 정보화하고 이를 활용하여
사용자 중심의 지능화된 서비스를 제공하는 기술.
텍스트 기반 챗봇 주요 핵심 기술
출처 : 한국정보화진흥원, ‘모바일시대를 넘어 AI시대로’
업체 플랫폼 주요내용
페이스북 Facebook Messenger F8 2016에서 Facebook Messenger에 인공지능을 적용한 챗
봇 공개. 40개 내외 업체들이 참여 예정
텐센트 WeChat 인공지능 기반의 챗봇 전환을 통해 메시지를 통해 대화 하며
호텔, 병원, 영화등의 예약 기능 제공
텔레그램 Telegram Bot API 공개로 개발자들에게 챗봇 개발 지원.
대화창에서 바로 이용이 가능한 Inline Bots를 추가
킥 Bot Shop 화장품/의류업체 등이 참여한 ‘봇샵(Bot Shop)’ 오픈을
통해 챗봇 서비스 제공
구글 Allo 인공지능 챗봇 기술 적용된 메신저 플랫폼 준비 중
기업 현황 - 해외
출처 : Digieco, KB경영연구소, 언론기사 참조
기업 현황 - 해외
출처 : Statista 2016 수정 요약
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
MS Bot Framework https://dev.botframework.com
C#, Node.js
Skype,
Web, email,
Facebook,
GroupMe,
Kik,
Slack,
Telegram,
Twilio,
direct line app
integration.
MS Bot Framework
Chat Bot
(Bot Framework) CONNECTOR
Connector Service Flow.
Channels
Routes messages
manages state
bot registration
Tracking
services (such as translation) and
per-user and per-bot storage
Web Service
HTTPS only
ASP.NET or Node.js
Cloud
(Microsoft Azure)
Web
▪
▪
▪
Installing Tools
자세한 내용은 Github
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
Connector, Activities & Messages
Connector The Connector (or Connector Service) handles all
communication, conversations, state, and
authorization for all activities between a Bot and Users.
Activity An Activity is a specific event that occurs between a
Bot and Users, such as an actual message, or
conversation notification.
Message A Message is an overt (typically visible)
communication between a Bot and Users, such as a
User asking a question, or a Bot responding with a
reply.
Chat Bot
(Bot Framework) CONNECTOR
Connector Service Flow.
Channels
Routes messages
manages state
bot registration
Tracking
services (such as translation) and
per-user and per-bot storage
Web Service
HTTPS only
ASP.NET or Node.js
HTTPS
JSON
Your bot
{
"type": "Message",
"id": "68YrxgtB53Y",
"conversationId": "DphPaFQrDuZDKyCez4AFGcT4vy5aQDje1lLGIjB8v18MFtb",
"language": "en",
"text": "You can say "/order" to order!",
"attachments": [ ],
"from": {
"name": "+12065551212",
"channelId": "sms",
"address": "+12065551212",
"id": "Ro52hKN287",
"isBot": false
},
"channelData": { SMS data here },
"botUserData": { your data here },
...
}
Bot
Connector
Connector
Namespace: Microsoft.Bot.Connector
ConnectorClient connector = new ConnectorClient(
new Uri(activity.ServiceUrl));
string message = string.Format("{0}을 주문 받았습니다. 감사합니다.",
activity.Text);
// return our reply to the user
Activity reply = activity.CreateReply(message);
await connector.Conversations.ReplyToActivityAsync(reply);
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
Activity Type Description
Message Sent when general content is passed to or from a user
and a bot
Conversation Update Sent when the conversation's properties change, for
example the topic name, or when user joins or leaves
the group
Contact Relation Update Sent when bot added or removed to contact list
Delete User Data Send when user is removed from a conversation
Typing Sent when a user is typing
Ping Send when a keep-alive is needed
Types of Activities
Activities Types
switch (activity.GetActivityType())
{
case ActivityTypes.Message:
message = string.Format("{0}을 주문 받았습니다. 감사합니
reply = activity.CreateReply(message);
await connector.Conversations.ReplyToActivityAsync(r
break;
case ActivityTypes.ConversationUpdate:
message = string.Format("안녕하세요 만리장성 봇 입니다.
reply = activity.CreateReply(message);
case ActivityTypes.ConversationUpdate:
message = string.Format("안녕하세요 만리장성 봇 입니다. 주문하실
reply = activity.CreateReply(message);
await connector.Conversations.ReplyToActivityAsync(reply);
break;
case ActivityTypes.ContactRelationUpdate:
case ActivityTypes.Typing:
case ActivityTypes.DeleteUserData:
default:
break;
}
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
Although Dialogs are the basic building block of a conversation, it’s difficult to
create a “guided” conversation. FormFlow creates Dialogs and guides a User
through filling in a “form” while providing help and guidance along the way.
Using Forms with FormFlow
Chat Bot
(Bot Framework) CONNECTOR
Connector Service Flow.
State
자장면
짬뽕
탕수육
.
.
.
Web Service
HTTPS only
ASP.NET or Node.js
FormFlow
FormFlow
Namespace: Microsoft.Bot.Builder.FormFlow
[Serializable]
public class FoodOrder
{
public FoodOptions? Food;
public LengthOptions? Length;
public static IForm<FoodOrder> BuildForm()
{
return new FormBuilder<FoodOrder>()
.Message("만리장성에 오신 여러분을 환영합니다.")
.Build();
}
FormFlow
Namespace: Microsoft.Bot.Builder.FormFlow
public enum FoodOptions
{
자장면, 짬뽕, 탕수육, 기스면, 란자완스
};
public enum LengthOptions { 보통, 곱배기};
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
LUIS is part of Microsoft Cognitive Services offering and can be used for
any device, on any platform, and any application scenario.
Integrating Language Understanding
Intelligence Services
Your conversation logic
Logic
Web
service
LUIS
Integrating Language Understanding
Intelligence Services
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
Language
Speech
Search
Machine
Learning
Knowledge Vision
Spell
check
Speech API
Entity linking
Recommendation
API
Bing
autosuggest
Computer
vision
Emotion
Forecasting
Text to
speech
Thumbnail
generation
Anomaly
detection
Custom
recognition
(CRIS)
Bing
image search
Web language
model
Customer
feedback
analysis
Academic
knowledge
OCR, tagging,
captioning
Sentiment
scoring
Bing
news search
Bing
web search
Text analytics
Cognitive Services APIs
Emotion
Speaker
Recognition
Speech
Custom
Recognition
Computer Vision
Face
Video
microsoft.com/cognitive
Linguistic Analysis
Language
Understanding
Bing Spell Check
Entity Linking
Knowledge
Exploration
Academic
Knowledge
Bing
Image Search
Bing
Video Search
Bing
Web Search
WebLM
Text Analytics Recommendations
Bing
Autosuggest
Bing
News Search
Translator
https://www.microsoft.com/cognitive-services/
Azure Function
Azure Search
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
Variety of Creative Apps
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
Language
Speech
Search
Machine
Learning
Knowledge Vision
Spell
check
Speech API
Entity linking
Recommendation
API
Bing
autosuggest
Computer
vision
Emotion
Forecasting
Text to
speech
Thumbnail
generation
Anomaly
detection
Custom
recognition
(CRIS)
Bing
image search
Web language
model
Customer
feedback
analysis
Academic
knowledge
OCR, tagging,
captioning
Sentiment
scoring
Bing
news search
Bing
web search
Text analytics
Cognitive Services APIs
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
GitHub!
https://github.com/Microsoft/botbuilder
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
Putting it All Togethner
김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]
Bot Directory
https://bots.botframework.com/
Demo
Game Chat Bot
http://gamechatbot.azurewebsites.net/

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김영욱 - Microsoft Bot Framework [WSConf. Seoul 2017]

  • 7. 관련 기술 주요내용 패턴인식 (Pattern Recognition) 기계에 의하여 도형, 문자, 음성 등을 식별하는 것 자연어처리 (natural Language Processing) 인간이 보통 쓰는 언어를 컴퓨터에 인식시켜 처리하는 일 정보검색 질의 응답, 시스템 자동 번역, 통역 등이 포함됨 시멘틱 웹 (Symantic Web) 컴퓨터가 정보 자원의 뜻을 이해하고 논리적 추론까지 할 수 있는 차세대 지능형 웹 텍스트 마이닝 (Text Mining) 비정형 텍스트 데이터에서 새롭고 유용한 정보를 찾아내 는 과정 또는 기술 상황인식 컴퓨팅 (Context Aware Computing) 가상공간에서 현실의 상황을 정보화하고 이를 활용하여 사용자 중심의 지능화된 서비스를 제공하는 기술. 텍스트 기반 챗봇 주요 핵심 기술 출처 : 한국정보화진흥원, ‘모바일시대를 넘어 AI시대로’
  • 8. 업체 플랫폼 주요내용 페이스북 Facebook Messenger F8 2016에서 Facebook Messenger에 인공지능을 적용한 챗 봇 공개. 40개 내외 업체들이 참여 예정 텐센트 WeChat 인공지능 기반의 챗봇 전환을 통해 메시지를 통해 대화 하며 호텔, 병원, 영화등의 예약 기능 제공 텔레그램 Telegram Bot API 공개로 개발자들에게 챗봇 개발 지원. 대화창에서 바로 이용이 가능한 Inline Bots를 추가 킥 Bot Shop 화장품/의류업체 등이 참여한 ‘봇샵(Bot Shop)’ 오픈을 통해 챗봇 서비스 제공 구글 Allo 인공지능 챗봇 기술 적용된 메신저 플랫폼 준비 중 기업 현황 - 해외 출처 : Digieco, KB경영연구소, 언론기사 참조
  • 9. 기업 현황 - 해외 출처 : Statista 2016 수정 요약
  • 13. MS Bot Framework https://dev.botframework.com C#, Node.js
  • 15. Chat Bot (Bot Framework) CONNECTOR Connector Service Flow. Channels Routes messages manages state bot registration Tracking services (such as translation) and per-user and per-bot storage Web Service HTTPS only ASP.NET or Node.js Cloud (Microsoft Azure) Web
  • 20. Connector, Activities & Messages Connector The Connector (or Connector Service) handles all communication, conversations, state, and authorization for all activities between a Bot and Users. Activity An Activity is a specific event that occurs between a Bot and Users, such as an actual message, or conversation notification. Message A Message is an overt (typically visible) communication between a Bot and Users, such as a User asking a question, or a Bot responding with a reply.
  • 21. Chat Bot (Bot Framework) CONNECTOR Connector Service Flow. Channels Routes messages manages state bot registration Tracking services (such as translation) and per-user and per-bot storage Web Service HTTPS only ASP.NET or Node.js HTTPS JSON
  • 22. Your bot { "type": "Message", "id": "68YrxgtB53Y", "conversationId": "DphPaFQrDuZDKyCez4AFGcT4vy5aQDje1lLGIjB8v18MFtb", "language": "en", "text": "You can say "/order" to order!", "attachments": [ ], "from": { "name": "+12065551212", "channelId": "sms", "address": "+12065551212", "id": "Ro52hKN287", "isBot": false }, "channelData": { SMS data here }, "botUserData": { your data here }, ... } Bot Connector
  • 23. Connector Namespace: Microsoft.Bot.Connector ConnectorClient connector = new ConnectorClient( new Uri(activity.ServiceUrl)); string message = string.Format("{0}을 주문 받았습니다. 감사합니다.", activity.Text); // return our reply to the user Activity reply = activity.CreateReply(message); await connector.Conversations.ReplyToActivityAsync(reply);
  • 25. Activity Type Description Message Sent when general content is passed to or from a user and a bot Conversation Update Sent when the conversation's properties change, for example the topic name, or when user joins or leaves the group Contact Relation Update Sent when bot added or removed to contact list Delete User Data Send when user is removed from a conversation Typing Sent when a user is typing Ping Send when a keep-alive is needed Types of Activities
  • 26. Activities Types switch (activity.GetActivityType()) { case ActivityTypes.Message: message = string.Format("{0}을 주문 받았습니다. 감사합니 reply = activity.CreateReply(message); await connector.Conversations.ReplyToActivityAsync(r break; case ActivityTypes.ConversationUpdate: message = string.Format("안녕하세요 만리장성 봇 입니다. reply = activity.CreateReply(message);
  • 27. case ActivityTypes.ConversationUpdate: message = string.Format("안녕하세요 만리장성 봇 입니다. 주문하실 reply = activity.CreateReply(message); await connector.Conversations.ReplyToActivityAsync(reply); break; case ActivityTypes.ContactRelationUpdate: case ActivityTypes.Typing: case ActivityTypes.DeleteUserData: default: break; }
  • 29. Although Dialogs are the basic building block of a conversation, it’s difficult to create a “guided” conversation. FormFlow creates Dialogs and guides a User through filling in a “form” while providing help and guidance along the way. Using Forms with FormFlow
  • 30. Chat Bot (Bot Framework) CONNECTOR Connector Service Flow. State 자장면 짬뽕 탕수육 . . . Web Service HTTPS only ASP.NET or Node.js FormFlow
  • 31. FormFlow Namespace: Microsoft.Bot.Builder.FormFlow [Serializable] public class FoodOrder { public FoodOptions? Food; public LengthOptions? Length; public static IForm<FoodOrder> BuildForm() { return new FormBuilder<FoodOrder>() .Message("만리장성에 오신 여러분을 환영합니다.") .Build(); }
  • 32. FormFlow Namespace: Microsoft.Bot.Builder.FormFlow public enum FoodOptions { 자장면, 짬뽕, 탕수육, 기스면, 란자완스 }; public enum LengthOptions { 보통, 곱배기};
  • 34. LUIS is part of Microsoft Cognitive Services offering and can be used for any device, on any platform, and any application scenario. Integrating Language Understanding Intelligence Services
  • 40. Language Speech Search Machine Learning Knowledge Vision Spell check Speech API Entity linking Recommendation API Bing autosuggest Computer vision Emotion Forecasting Text to speech Thumbnail generation Anomaly detection Custom recognition (CRIS) Bing image search Web language model Customer feedback analysis Academic knowledge OCR, tagging, captioning Sentiment scoring Bing news search Bing web search Text analytics Cognitive Services APIs
  • 41. Emotion Speaker Recognition Speech Custom Recognition Computer Vision Face Video microsoft.com/cognitive Linguistic Analysis Language Understanding Bing Spell Check Entity Linking Knowledge Exploration Academic Knowledge Bing Image Search Bing Video Search Bing Web Search WebLM Text Analytics Recommendations Bing Autosuggest Bing News Search Translator https://www.microsoft.com/cognitive-services/
  • 47. Language Speech Search Machine Learning Knowledge Vision Spell check Speech API Entity linking Recommendation API Bing autosuggest Computer vision Emotion Forecasting Text to speech Thumbnail generation Anomaly detection Custom recognition (CRIS) Bing image search Web language model Customer feedback analysis Academic knowledge OCR, tagging, captioning Sentiment scoring Bing news search Bing web search Text analytics Cognitive Services APIs
  • 54. Putting it All Togethner
  • 57. Demo