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CW
IN
CAPGEMINI
WEEK OF
INNOVATION
NETWORKS
Accelerating SAP Transformations with
AI and Data migration as a Service
Prasad Sawant & Subhash Mohan Bhat,
Mumbai, 26th Sep 2018
CW
IN
CAPGEMINI
WEEK OF
INNOVATION
NETWORKS
1. Artificial Intelligence
3
Topics
Driving AMS transformation (AI)
IntelliMap
Demo of Intellimap
01
02
03
Foundation for Data migration as a service04
SmartUDS05
06 Demo of SmartUDS
Presentation Title | Author | Date © 2018 Capgemini. All rights reserved. 4
Intellimap – An Overview
▪ Visibility to hidden insights for service requests & incident
based on problem description
▪ Increased coverage of automation via identification of
additional automation opportunities based on NLP
▪ Provides additional data points on symptom and catalog
item mapping for each ticket
▪ Near zero manual effort and higher performance for big
volumes of data
BenefitsFeatures
▪ Trained intelligent model for mapping of service request,
incidents to existing BOTs (SR & Incident) and L1.5 Catalog
▪ Usage of NLP techniques like stemming & lemmatization and
machine learning algorithm
▪ Multi-lingual support for FR, DE, ES, IT, NL
▪ Continuous improvement of mapping model via seamless
re-training with feedback loop
▪ Intuitive user interface for data uploads and O/P
visualization
Presentation Title | Author | Date © 2018 Capgemini. All rights reserved. 5
Solution Architecture
Presentation Tier
ASP .NET MVC
Python Service
REST Web
API
SSO
Pre-processor Utility Classes
Exception
Logging
Windows
Service
Web
Utilities
Database
Data Storage
Browser
Business Tier
Data Access Tier
Database Access Component
Microsoft Enterprise Library
Filtering NLP Processing
ML Algorithm
SVM XGB
Naive
Bayes
K-
means
Core Processor Model
Three Tier architecture
Cognition achieved thro’
AI algorithms with
Machine Learning
H/W : One VM on CG n/w
with minimum
configuration of Windows
2008 Server R2, 16GB
RAM, Quad Core
processor, 300GB HDD
S/W : Python 3.6, SQL
Server 2008 R2 or above,
IIS 7 or above, .Net
Framework 4 or above,
JDK 1.8 and few additional
libraries of Python
Presentation Title | Author | Date © 2018 Capgemini. All rights reserved. 6
Smart UDS – An Overview
• Excel based manual data
harmonization and enrichment
• Cumbersome process for
business users
• Additional efforts on manual
reporting , interactions with
business users
▪ Web based application, no
installation required
▪ Single point for all reports
▪ Only one access required to
access application
▪ Various validation reports, post &
pre upload reports can be
published to business
▪ Data Enrichment &
Harmonization
▪ Data Import & Export
▪ Security & Authorization
▪ Bringing transparency and
enhancing governance
▪ The solution can also be
leveraged in carve out projects
▪ Parallel access permitted
▪ For SAP and Non SAP Projects
Industrialization of Data
Migration processes
Streamlined Reporting
Compression of E2E data
migration lifecycle
Challenges Features Benefits
AddressedbySmartUDSwith
Generating
Presentation Title | Author | Date © 2018 Capgemini. All rights reserved. 7
Smart UDS – Solution Architecture
Admin
Users (Developer/Owner/End-user)
Project
Project
Owner
Data Reports User Data Sheet
Upload data
Operations
Module Level access
Developers (Create/ Configure)
Parallel User
Single User
Download
Archive
Configure
Edit
Dedupe
Create
Edit
Archive
approval
End-user
Filter/Searching/
Sorting
• Admin Activity
▪ Project Management
▪ User Management
▪ Report Governance
• Data Reports
▪ Standard report
▪ Adhoc report
• Data Enrichment &
Harmonization
▪ Data creation
▪ Data modification
▪ Data selection (De-
duplication)
• Security &
Authorization
▪ Role based access
▪ Project level access
▪ Module level access
▪ Multi User access
(Serial & Parallel)
• Data Import & Export
▪ Download File (can
be disabled for
compliance purpose)
▪ Bulk Upload
• Additional features
▪ Filters
▪ Searching
▪ Sorting
ETL Tool
TARGET
Database
Smart UDS Tables
Configuration Data
Smart UDS
Web UI
Admin
Developer
Business
View Data Reports
Modify Data
Manual Data
DM Intermediate
table1
DM Intermediate
table2
Tables Dump System
DATA LOAD
Legacy
Smart UDS integration
Prerequisite
• Database : Data reports , Configuration tables
• Application server : Install SmartUDS Packages
• Tomcat : Publish application
Platform
Scenario
Presentation Title | Author | Date © 2018 Capgemini. All rights reserved.
This message contains information that may be privileged or confidential and is
the property of the Capgemini Group.
Copyright © 2018 Capgemini. All rights reserved.
A global leader in consulting, technology services and digital transformation, Capgemini is
at the forefront of innovation to address the entire breadth of clients’ opportunities in the
evolving world of cloud, digital and platforms. Building on its strong 50-year heritage and
deep industry-specific expertise, Capgemini enables organizations to realize their business
ambitions through an array of services from strategy to operations. Capgemini is driven
by the conviction that the business value of technology comes from and through people.
It is a multicultural company of 200,000 team members in over 40 countries. The Group
reported 2017 global revenues of EUR 12.8 billion.
About Capgemini
Learn more about us at
www.capgemini.com

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Ai and data migration as a service subhash bhat cwin18-india

  • 1. CW IN CAPGEMINI WEEK OF INNOVATION NETWORKS Accelerating SAP Transformations with AI and Data migration as a Service Prasad Sawant & Subhash Mohan Bhat, Mumbai, 26th Sep 2018
  • 3. 3 Topics Driving AMS transformation (AI) IntelliMap Demo of Intellimap 01 02 03 Foundation for Data migration as a service04 SmartUDS05 06 Demo of SmartUDS
  • 4. Presentation Title | Author | Date © 2018 Capgemini. All rights reserved. 4 Intellimap – An Overview ▪ Visibility to hidden insights for service requests & incident based on problem description ▪ Increased coverage of automation via identification of additional automation opportunities based on NLP ▪ Provides additional data points on symptom and catalog item mapping for each ticket ▪ Near zero manual effort and higher performance for big volumes of data BenefitsFeatures ▪ Trained intelligent model for mapping of service request, incidents to existing BOTs (SR & Incident) and L1.5 Catalog ▪ Usage of NLP techniques like stemming & lemmatization and machine learning algorithm ▪ Multi-lingual support for FR, DE, ES, IT, NL ▪ Continuous improvement of mapping model via seamless re-training with feedback loop ▪ Intuitive user interface for data uploads and O/P visualization
  • 5. Presentation Title | Author | Date © 2018 Capgemini. All rights reserved. 5 Solution Architecture Presentation Tier ASP .NET MVC Python Service REST Web API SSO Pre-processor Utility Classes Exception Logging Windows Service Web Utilities Database Data Storage Browser Business Tier Data Access Tier Database Access Component Microsoft Enterprise Library Filtering NLP Processing ML Algorithm SVM XGB Naive Bayes K- means Core Processor Model Three Tier architecture Cognition achieved thro’ AI algorithms with Machine Learning H/W : One VM on CG n/w with minimum configuration of Windows 2008 Server R2, 16GB RAM, Quad Core processor, 300GB HDD S/W : Python 3.6, SQL Server 2008 R2 or above, IIS 7 or above, .Net Framework 4 or above, JDK 1.8 and few additional libraries of Python
  • 6. Presentation Title | Author | Date © 2018 Capgemini. All rights reserved. 6 Smart UDS – An Overview • Excel based manual data harmonization and enrichment • Cumbersome process for business users • Additional efforts on manual reporting , interactions with business users ▪ Web based application, no installation required ▪ Single point for all reports ▪ Only one access required to access application ▪ Various validation reports, post & pre upload reports can be published to business ▪ Data Enrichment & Harmonization ▪ Data Import & Export ▪ Security & Authorization ▪ Bringing transparency and enhancing governance ▪ The solution can also be leveraged in carve out projects ▪ Parallel access permitted ▪ For SAP and Non SAP Projects Industrialization of Data Migration processes Streamlined Reporting Compression of E2E data migration lifecycle Challenges Features Benefits AddressedbySmartUDSwith Generating
  • 7. Presentation Title | Author | Date © 2018 Capgemini. All rights reserved. 7 Smart UDS – Solution Architecture Admin Users (Developer/Owner/End-user) Project Project Owner Data Reports User Data Sheet Upload data Operations Module Level access Developers (Create/ Configure) Parallel User Single User Download Archive Configure Edit Dedupe Create Edit Archive approval End-user Filter/Searching/ Sorting • Admin Activity ▪ Project Management ▪ User Management ▪ Report Governance • Data Reports ▪ Standard report ▪ Adhoc report • Data Enrichment & Harmonization ▪ Data creation ▪ Data modification ▪ Data selection (De- duplication) • Security & Authorization ▪ Role based access ▪ Project level access ▪ Module level access ▪ Multi User access (Serial & Parallel) • Data Import & Export ▪ Download File (can be disabled for compliance purpose) ▪ Bulk Upload • Additional features ▪ Filters ▪ Searching ▪ Sorting ETL Tool TARGET Database Smart UDS Tables Configuration Data Smart UDS Web UI Admin Developer Business View Data Reports Modify Data Manual Data DM Intermediate table1 DM Intermediate table2 Tables Dump System DATA LOAD Legacy Smart UDS integration Prerequisite • Database : Data reports , Configuration tables • Application server : Install SmartUDS Packages • Tomcat : Publish application Platform Scenario
  • 8. Presentation Title | Author | Date © 2018 Capgemini. All rights reserved. This message contains information that may be privileged or confidential and is the property of the Capgemini Group. Copyright © 2018 Capgemini. All rights reserved. A global leader in consulting, technology services and digital transformation, Capgemini is at the forefront of innovation to address the entire breadth of clients’ opportunities in the evolving world of cloud, digital and platforms. Building on its strong 50-year heritage and deep industry-specific expertise, Capgemini enables organizations to realize their business ambitions through an array of services from strategy to operations. Capgemini is driven by the conviction that the business value of technology comes from and through people. It is a multicultural company of 200,000 team members in over 40 countries. The Group reported 2017 global revenues of EUR 12.8 billion. About Capgemini Learn more about us at www.capgemini.com