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1INTERNAL© 2017 SAP SE or an SAP affiliate company. All rights reserved. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. 1
SAP Leonardo Besides IoT
Blockchain and Machine Learning
#SITBERN
09.09.2017
Karol Kalisz
SAP SE,
IoT & Digital Supply Chain
2INTERNAL© 2017 SAP SE or an SAP affiliate company. All rights reserved. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. 2
SAP Leonardo Besides IoT
Blockchain and Machine Learning
#SITBERN
09.09.2017
3PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved.
SAP Leonardo Digital Innovation System
4PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved.
SAP Leonardo Digital Innovation System
CUSTOMER
SAP Leonardo Blockchain
6CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Blockchain can transform transactional networks
Trust between participants without central
authority (secured by cryptography and
consensus algorithm)
Operational simplification of collaborative
scenarios (decentralized control, direct peer-to-
peer interaction)
Increased transparency, auditability, and
regulatory compliance (immutability of records)
Real-time value transfers (digital assets)
System-enforced intercompany business rules
(smart contracts)
Risk reduction without intermediaries
Bank
Government
Company
Supplier
IndividualConnected car
Compliance and legal
documentation
Quality
assurance
Payments Decentralized
voting
Trade finance
Blockchain is a new protocol for distributed
ledgers in multiparty business processes
www.sap.com/blockchain
7CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
SAP Domains and Blockchain Use Cases
8CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Build blockchain industry and LoB
process extensions for SAP and non-SAP
software.
Integrate into existing blockchain
ecosystem.
Combine distributed ledger with the
Internet of Things and machine learning
capabilities on one platform.
Develop with blockchain – SAP Cloud Platform Blockchain service
SAP Cloud Platform Blockchain service (pilot)
Blockchain based Bill of Lading (B/L)
in SAP Transportation Management
// Prove of Concept
10CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
11CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
12CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
13CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
16CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
17CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Transportation Management
18CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Blockchain Cockpit
19CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Christiano (FruitExport Brasil)
20CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Transfer to next Owner
21CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
New Block for Transfer
22CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Sean (AgricExpImp)
23CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Business Partner View in Transportation Management
Karol Kalisz | SAP IoT & Digital Supply Chain
Points to remember
Blockchain is a new protocol for distributed ledgers in
multiparty business processes
Blockchain improves the efficiency in transactional
systems
Blockchain is next step in the digitalization
Blockchain is fairly new technology and the integration
into business scenarios starts right now
For better understanding how it works look at
https://anders.com/blockchain/
CUSTOMER
SAP Leonardo Machine Learning - turning insight
into action, for truly live business
26CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Technology trends: Computer vision
Computer vision is surpassing human abilities
Sources: LeCun: The unreasonable effectiveness of deep learning, Zeiler: Visualizing and Understanding Convolutional Networks, http://www.clarifai.com/, http://imageannotator.cs.tau.ac.il/
A skier is jumping
over snow
covered hill
A skier is jumping
over snow
covered hill
Water
Travel
No person
Sea
Landscape
Water
Travel
No person
Sea
Landscape
27CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Example:
Computer vision is surpassing human abilities
A dog with ball in its mouth
A skier is jumping over
snow covered hill
Group of seven people
Late 19th-century
architecture
Human performance
95
75
90
85
80
2012 2013 2014 2015 year
100
ImageNet performanceAutomated captioning
Accuracy in %
28CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
How enterprise data is transformed into business value
From data to insights
Input Machine learning Output
Train
model
Prepare
data
Apply
model
Capture
feedback
Text
Image
Video
Speech
… and more Services
(such as invoice processing,
profile matching)
…and more
Applications
(such as cash application)
29CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
SAP Leonardo Machine Learning solution portfolio
Including the first wave of intelligent applications
Applications
New offeringN
SAP Predictive Analytics
SAP HANA Platform / (DBaaS) SAP HANA Platform
SAP Analytics Cloud
SAP Leonardo ML Foundation
SAP Cloud Platform On-Premise
N
SAP Leonardo
Machine Learning
N
30CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
SAP Leonardo Machine Learning Foundation
Architecture
Foundation
Training and Lifecycle management
API, bindings, wrappers
Business services
Training infrastructure
Operationalization
Data preparation
Algorithm libraries
Resource manager
User
Data
Scientist
Developer
Functional services
Natural Language
processing
Image and video
Customer
Audio and Speech
Tabular and Time
Series
Finance HR
…
• SAP Service Ticketing
• SAP Customer Retention
• SAP Brand Impact
• SAP Resume Matching
• SAP Cash Application
• SAP CoPilot
• SAP Fraud ManagementN
N
N
N
N
N
New intelligent applicationN
Applications
31CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
SAP Leonardo Machine Learning Foundation services portfolio
Tabular Image Text Audio/ Video
General
availability*
Time series change point
detection
Time series forecasting
(AA algorithm)
Clustering
Key influencer analysis
Outlier detection
Recommendation
What-if analysis
Image classification
Image feature extraction
Earth observation analysis
Topic detection/keyword
extraction
Alpha Time series forecasting
(R algorithms)
Similarity scoring
Product image classification Machine translation
Document feature extraction
Language detection
Product text classification
Road map Time-to-failure forecasting
Association rule learning
Image segmentation
Face detection
Document optical character
recognition
Image text extraction
Image NER/extraction
Apparel detection
Sentiment analysis
Named entity recognition
Text classification
Hate speech detection
File-to-text conversion
Speech-to-text
Text-to-speech
Voice recognition
(speaker identification)
Video object segmentation
Video classification
Video human action recognition
NOW AVAILABLE on the SAP API Business Hub
Material Code: 8005361
32CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Machine Learning is embedded across the SAP portfolio
Finance
Marketing
Sales
Service
Human Resources
Procurement
Supply Chain
Platform
Cash Application Accounts Payable Predictive Accounting …
…Brand Impact Customer Behavior Segmentation
…
Service Ticketing
Customer Retention Sales Forecasting
CoPilot
…
…
Goods & Services Classifier …
Solution Recommender
Profile Completeness
…Resume Matching Learning Recommender openSAP Translation
Financial Advising
Forecasting (IBP) Stock in Transit
Available now Wave 2 Wave 3
Machine Learning Foundation …Model Training Infrastructure
34CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
SAP Leonardo ML Foundation - Functional Services Use Case Sample
Broken Product Similarity Search
Image Feature Extraction
Similarity Scoring
Service Ticket, e-mail incl.
image of broken product
Product Identification and
automatic classification
SAP Leonardo Machine Learning automatically classifies product images and enables faster
customer interaction with precise information on potential product repair cost or item substitution.
1% Necklace
2% Bracelet
96% Ring
1% Other
92% Model A 75 % Model B 60% Model C
SAP Leonardo
Machine Learning
35CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Functional Service Demo: Image Similarity Scoring
SAP Leonardo
Machine Learning
Image Similarity Scoring
https://www.forbes.com/s
ites/sap/2017/07/26/how-
machine-learning-helps-
swarovski-fix-your-
crystal-teddy-bear/
36CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
Links and further information
Official Website For updates and more information check our sap.com/ml
Solution Materials Mdocs
Education
Participate in the openSAP course Enterprise Machine Learning in a
Nutshell (overview course)
Early adoption and
co-innovation
Be an early adopter and co-innovate with us for next-wave cases
Karol Kalisz | SAP IoT & Digital Supply Chain
Points to remember
Machine Learning is based on models which must be
trained
Machine Learning helps to categorize Big Data
All areas: tabular data, texts, images, audio/video can
be analyzed by Machine Learning services
Machine Learning API is available on SAP CP

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Sitbern bc-ml-2017

  • 1. 1INTERNAL© 2017 SAP SE or an SAP affiliate company. All rights reserved. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. 1 SAP Leonardo Besides IoT Blockchain and Machine Learning #SITBERN 09.09.2017 Karol Kalisz SAP SE, IoT & Digital Supply Chain
  • 2. 2INTERNAL© 2017 SAP SE or an SAP affiliate company. All rights reserved. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. 2 SAP Leonardo Besides IoT Blockchain and Machine Learning #SITBERN 09.09.2017
  • 3. 3PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. SAP Leonardo Digital Innovation System
  • 4. 4PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. SAP Leonardo Digital Innovation System
  • 6. 6CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Blockchain can transform transactional networks Trust between participants without central authority (secured by cryptography and consensus algorithm) Operational simplification of collaborative scenarios (decentralized control, direct peer-to- peer interaction) Increased transparency, auditability, and regulatory compliance (immutability of records) Real-time value transfers (digital assets) System-enforced intercompany business rules (smart contracts) Risk reduction without intermediaries Bank Government Company Supplier IndividualConnected car Compliance and legal documentation Quality assurance Payments Decentralized voting Trade finance Blockchain is a new protocol for distributed ledgers in multiparty business processes www.sap.com/blockchain
  • 7. 7CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. SAP Domains and Blockchain Use Cases
  • 8. 8CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Build blockchain industry and LoB process extensions for SAP and non-SAP software. Integrate into existing blockchain ecosystem. Combine distributed ledger with the Internet of Things and machine learning capabilities on one platform. Develop with blockchain – SAP Cloud Platform Blockchain service SAP Cloud Platform Blockchain service (pilot)
  • 9. Blockchain based Bill of Lading (B/L) in SAP Transportation Management // Prove of Concept
  • 10. 10CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
  • 11. 11CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
  • 12. 12CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
  • 13. 13CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
  • 14. 16CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved.
  • 15. 17CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Transportation Management
  • 16. 18CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Blockchain Cockpit
  • 17. 19CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Christiano (FruitExport Brasil)
  • 18. 20CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Transfer to next Owner
  • 19. 21CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. New Block for Transfer
  • 20. 22CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Sean (AgricExpImp)
  • 21. 23CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Business Partner View in Transportation Management
  • 22. Karol Kalisz | SAP IoT & Digital Supply Chain Points to remember Blockchain is a new protocol for distributed ledgers in multiparty business processes Blockchain improves the efficiency in transactional systems Blockchain is next step in the digitalization Blockchain is fairly new technology and the integration into business scenarios starts right now For better understanding how it works look at https://anders.com/blockchain/
  • 23. CUSTOMER SAP Leonardo Machine Learning - turning insight into action, for truly live business
  • 24. 26CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Technology trends: Computer vision Computer vision is surpassing human abilities Sources: LeCun: The unreasonable effectiveness of deep learning, Zeiler: Visualizing and Understanding Convolutional Networks, http://www.clarifai.com/, http://imageannotator.cs.tau.ac.il/ A skier is jumping over snow covered hill A skier is jumping over snow covered hill Water Travel No person Sea Landscape Water Travel No person Sea Landscape
  • 25. 27CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Example: Computer vision is surpassing human abilities A dog with ball in its mouth A skier is jumping over snow covered hill Group of seven people Late 19th-century architecture Human performance 95 75 90 85 80 2012 2013 2014 2015 year 100 ImageNet performanceAutomated captioning Accuracy in %
  • 26. 28CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. How enterprise data is transformed into business value From data to insights Input Machine learning Output Train model Prepare data Apply model Capture feedback Text Image Video Speech … and more Services (such as invoice processing, profile matching) …and more Applications (such as cash application)
  • 27. 29CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. SAP Leonardo Machine Learning solution portfolio Including the first wave of intelligent applications Applications New offeringN SAP Predictive Analytics SAP HANA Platform / (DBaaS) SAP HANA Platform SAP Analytics Cloud SAP Leonardo ML Foundation SAP Cloud Platform On-Premise N SAP Leonardo Machine Learning N
  • 28. 30CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. SAP Leonardo Machine Learning Foundation Architecture Foundation Training and Lifecycle management API, bindings, wrappers Business services Training infrastructure Operationalization Data preparation Algorithm libraries Resource manager User Data Scientist Developer Functional services Natural Language processing Image and video Customer Audio and Speech Tabular and Time Series Finance HR … • SAP Service Ticketing • SAP Customer Retention • SAP Brand Impact • SAP Resume Matching • SAP Cash Application • SAP CoPilot • SAP Fraud ManagementN N N N N N New intelligent applicationN Applications
  • 29. 31CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. SAP Leonardo Machine Learning Foundation services portfolio Tabular Image Text Audio/ Video General availability* Time series change point detection Time series forecasting (AA algorithm) Clustering Key influencer analysis Outlier detection Recommendation What-if analysis Image classification Image feature extraction Earth observation analysis Topic detection/keyword extraction Alpha Time series forecasting (R algorithms) Similarity scoring Product image classification Machine translation Document feature extraction Language detection Product text classification Road map Time-to-failure forecasting Association rule learning Image segmentation Face detection Document optical character recognition Image text extraction Image NER/extraction Apparel detection Sentiment analysis Named entity recognition Text classification Hate speech detection File-to-text conversion Speech-to-text Text-to-speech Voice recognition (speaker identification) Video object segmentation Video classification Video human action recognition NOW AVAILABLE on the SAP API Business Hub Material Code: 8005361
  • 30. 32CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Machine Learning is embedded across the SAP portfolio Finance Marketing Sales Service Human Resources Procurement Supply Chain Platform Cash Application Accounts Payable Predictive Accounting … …Brand Impact Customer Behavior Segmentation … Service Ticketing Customer Retention Sales Forecasting CoPilot … … Goods & Services Classifier … Solution Recommender Profile Completeness …Resume Matching Learning Recommender openSAP Translation Financial Advising Forecasting (IBP) Stock in Transit Available now Wave 2 Wave 3 Machine Learning Foundation …Model Training Infrastructure
  • 31. 34CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. SAP Leonardo ML Foundation - Functional Services Use Case Sample Broken Product Similarity Search Image Feature Extraction Similarity Scoring Service Ticket, e-mail incl. image of broken product Product Identification and automatic classification SAP Leonardo Machine Learning automatically classifies product images and enables faster customer interaction with precise information on potential product repair cost or item substitution. 1% Necklace 2% Bracelet 96% Ring 1% Other 92% Model A 75 % Model B 60% Model C SAP Leonardo Machine Learning
  • 32. 35CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Functional Service Demo: Image Similarity Scoring SAP Leonardo Machine Learning Image Similarity Scoring https://www.forbes.com/s ites/sap/2017/07/26/how- machine-learning-helps- swarovski-fix-your- crystal-teddy-bear/
  • 33. 36CUSTOMER© 2017 SAP SE or an SAP affiliate company. All rights reserved. Links and further information Official Website For updates and more information check our sap.com/ml Solution Materials Mdocs Education Participate in the openSAP course Enterprise Machine Learning in a Nutshell (overview course) Early adoption and co-innovation Be an early adopter and co-innovate with us for next-wave cases
  • 34. Karol Kalisz | SAP IoT & Digital Supply Chain Points to remember Machine Learning is based on models which must be trained Machine Learning helps to categorize Big Data All areas: tabular data, texts, images, audio/video can be analyzed by Machine Learning services Machine Learning API is available on SAP CP