from data to decisions with azure advanced...
TRANSCRIPT
![Page 1: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/1.jpg)
Marcus PS Nugroho
Technology Solution Professional
Microsoft Indonesia
From Data to Decisions with Azure Advanced Analytics
![Page 2: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/2.jpg)
Contents
From Data to Action
Cortana Analytics Suite
Azure Machine Learning
Advanced Analytics in Education
![Page 3: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/3.jpg)
![Page 4: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/4.jpg)
THIS IS KARL
![Page 5: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/5.jpg)
![Page 6: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/6.jpg)
- USD 1M - USD 500 K - USD 0
![Page 7: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/7.jpg)
![Page 8: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/8.jpg)
![Page 9: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/9.jpg)
![Page 10: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/10.jpg)
Cloud
Stream Analytics
API Link
Event Hubs
Data Factory
Azure Machine Learning
Power BI
Excel
Field Data
Microsoft
Azure Portal
Blob Storage
![Page 11: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/11.jpg)
EXAMPLE SOLUTIONS
![Page 12: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/12.jpg)
Microsoft Azure Machine Learning
![Page 13: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/13.jpg)
Delivering on one of the old dreams
of Microsoft co-founder Bill Gates:
Computers that can see, hear
and understand.
John PlattDistinguished scientist at
Microsoft Research
What is Machine Learning?
Predictive computingsystems become smarterwith experience
“
”
![Page 14: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/14.jpg)
ObjectiveDetermine, with a high degree of accuracy,
whether a credit card transaction is fraudulent
Fraud Detection
Option• Develop software
• Use Machine Learning
![Page 15: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/15.jpg)
What is the pattern?
1. The card was issued in US
2. Used in Russia
3. Cardholder is in his 20s
4. The amount > $1,000
Pattern Identification
![Page 16: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/16.jpg)
Huge set-up costs of tools, expertise, and
compute/storage capacity create unnecessary
barriers to entry
Siloed and cumbersome data management
restricts access to data
Complex and fragmented tools limit
participation in exploring data and
building models
Many models never achieve business
value due to difficulties with deploying
to production
Expensive
Siloed
data
Fragmented
tools
Deployment
complexity
Break away
from industry
limitations
![Page 17: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/17.jpg)
Make machine learning accessible to every enterprise, data scientist, developer, information worker, consumer, and device anywhere in the world.
Azure Machine Learning
![Page 18: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/18.jpg)
Fully
managed
Easy to use Tested
solutions
Deploy in
minutes
No software to install,
no hardware to manage,
and one portal to view
and update
Simple drag, drop and
connect interface you
can access and share
from anywhere
Access to sample
experiments, tested
algorithms, support for
custom R, and over 350
R packages
Tooled for quick
deployment, hand-off
and updates
![Page 19: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/19.jpg)
SQL Server
enables
data mining
Computers
work on users
behalf, filtering
junk email
Microsoft
Kinect can
watch users
gestures
Microsoft
launches
Azure Machine
Learning
Microsoft
search engine
built with
machine
learning
Bing Maps
ships with ML
traffic-
prediction
service
Successful,
real-time,
speech-to-
speech
translation
Microsoft & Machine Learning15 years of realizing innovation
John Platt, Distinguished scientist at
Microsoft Research
1999 201220082004 201420102005
Machine learning is pervasive throughout
Microsoft products.“
”
![Page 20: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/20.jpg)
30
Machine Learning Process
![Page 21: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/21.jpg)
31
Azure Machine Learning
![Page 22: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/22.jpg)
32
Azure ML Studio
![Page 23: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/23.jpg)
![Page 24: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/24.jpg)
![Page 25: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/25.jpg)
![Page 26: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/26.jpg)
![Page 27: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/27.jpg)
![Page 28: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/28.jpg)
A real-time, highly scalable, and fully managed data-stream ingestion service.
A fully managed service that you can use to create, test, operate, and manage predictive analytic solutions in the cloud.
A real-time stream processing engine in the cloud that helps uncover insights from devices, sensors, infrastructure, and applications.
A relational database-as-a-service that delivers predictable performance, scalability, business continuity, data protection, and near-zero administration to cloud developers and solution architects.
An agile way to manage the production of trusted information from these complex processes, making it easier to create, orchestrate, and manage data-processing pipelines over a range of transformation services and diverse data sources.
A collection of online services and features that enables you to find and visualize data, share discoveries, and collaborate in intuitive new ways.
![Page 29: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/29.jpg)
Real Time Energy Consumption Data
(Public Source)
Event Hub Stores Streaming
Data
Stream Analytics processes events as they arrive in the EventHub
AML Model Web Service BES endpoint
Power BI / D3 Dashboard
Data for
Real-time Processing
Data Stream
Job
Hourly Prediction
Updates
External Data Azure Services
Copy to Azure SQL
for batch predictions
Scrape Data
5 mins
Azure WebJob
Runs jobs to scrape
data from public source
Azure SQLContains Historical Energy
Consumption Data
Real time
data stats
Azure Data Factory Pipeline invokes AML
Web Service
Real Tim
eB
atc
h
![Page 30: From Data to Decisions with Azure Advanced Analyticssec.ch9.ms/.../FromDatatoDecisionwithAzureAdvancedAnalyticsv20_… · From Data to Decisions with Azure Advanced Analytics. Contents](https://reader030.vdocuments.us/reader030/viewer/2022041019/5ece2877f6bb9c0f49301b3d/html5/thumbnails/30.jpg)