Intelligent Retail,The Machine Learning...

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Transcript of Intelligent Retail,The Machine Learning...

Page 1: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 2: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

喬伊想買什麼樣的產品?

Page 3: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

莎拉下個月還會回來購物嗎?

Page 4: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

怎麼樣的誘因會讓傑米再回來購買? 折扣? 新品推薦?

Page 5: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

怎麼樣的廣告會吸引強納森的注意力?

Page 6: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

客戶喜不喜歡我的新版網站?

下一版該怎麼改進 ?

Page 7: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 8: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

Decisions

Operational Apps

Page 9: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 10: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 11: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 12: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 13: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 14: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 15: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 16: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 17: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

資料 聰明 行動

Page 18: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 19: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

台北市交通巨量資料 (每周)

200萬 2000萬 25000MB

YouBike/每周 公車/每周 資料大小/每周

筆 筆

Page 20: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

台北市交通巨量資料

Ubike 資料 : 200萬筆 (一周)公車資料 : 2000萬筆 (一周)天氣資訊 (溫度, 風力, 濕度, 降雨 )

每周有25GB

Page 21: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

Ubike預測

•總運輸量預測

•單站是否有車(可借)

•單站是否有空車位(可還)

Page 22: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

YouBike 數據資料視覺化

Page 23: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

YouBike 租借資料動態圖

Page 24: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

透過大數據及機器學習演算法預測

預測參數:

過去歷史資料氣溫風速濕度降雨時間周

Page 25: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 26: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

資料 聰明 行動

Page 27: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

Cognitive

Services

Give your solutions

a human side

Page 28: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

Bot Framework is a Microsoft-operated service and an SDK.

Bot Framework is one of many tools Microsoft offers for building a complete bot.

Others include: LUIS, Speech APIs, Azure, more

Page 29: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

Bot Connector Service

Connect your bot(s) seamlessly to text/sms, Office 365 mail, Skype, Slack, Twitter and more

A service to register your bot, configure channels and publish to the Bot Directory

Bot Builder SDK

Everything you need to build

great dialogs within your Node.js

or C# bot

An open source SDK hosted

on GitHub

Bot Directory[Coming Soon]

Discover, try, and add bots to

conversation experiences

A public directory of bots

registered and approved with Bot

Framework

Page 30: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

Your bot

Page 31: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

將資料轉換成智慧型行動

Action

People

Automated Systems

Apps

Web

Mobile

Bots

Intelligence

Dashboards &

Visualizations

Cortana

Bot

Framework

Cognitive

Services

Power BI

Information

Management

Event Hubs

Data Catalog

Data Factory

Machine Learning

and Analytics

HDInsight

(Hadoop and

Spark)

Stream Analytics

Intelligence

Data Lake

Analytics

Machine

Learning

Big Data Stores

SQL Data

Warehouse

Data Lake Store

Data Sources

Apps

Sensors and devices

Data

Page 32: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores

支援超級規模的資料分析

• A Hadoop Distributed File System for the cloud

• No fixed limits on file size

• No fixed limits on account size

• Unstructured and structured data in their native format

• Massive throughput to increase analytic performance

• High durability, availability, and reliability

• Azure Active Directory access control

LOB

Applications

SocialDevices

Clickstream

Sensors

Video

Web

Relational

HDInsight

ADL Analytics

Machine Learning

Spark

R

ADL Store

Big Data Stores

SQL Data

Warehouse

Data Lake Store

Page 33: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores
Page 34: Intelligent Retail,The Machine Learning Approachdownload.microsoft.com/.../20160513_AzureFriday_session2.pdf · 2018-10-13 · Data Lake Analytics Machine Learning Big Data Stores