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BIG DATA ANALYTICS
designing the knowledge repository
Tracey Moon | Naresh Agarwal
Tracey Moon, CMO
twitter - @ tmoonlive
linkedIn - linkedin.com/in/traceymoon
email - tracey.moon@brillio.com
Naresh Agarwal
Head of Information Management & Big Data
twitter - @ naresh2204
linkedIn - linkedin.com/in/naresha
email - naresh.agarwal@brillio.com
Today’s Brillio Panel
@BrillioGlobal
The platform
is the enabler,
and the
experimentation
mindset is the
methodology
to become
the data driven
company
Setting the Context
KEY COMPONENTS FOR BECOMING DATA DRIVEN COMPANY
- THE PLATFORM a.k.a. KNOWLEDGE REPOSITORY
- THE EXPERIMENTATION MINDSET
Remember
- its the mindset
- not all experiments will yield positive ROI
- make it real
- once proven, make it scale
In this session, you will learn
Designing THE PLATFORM “the enabler” aka ‘Knowledge Repository’
Key considerations for each layer
Reference Architecture for the knowledge repository
4 Delivery
3 Discovery
2 Management
1 Foundation
The scalable technology infrastructure for
storing and acquiring your data
KNOWLEDGE REPOSITORY: Conceptual view
The tagged knowledge repository for all your data
The environment for analysis, modeling,
testing and running experiments
The interface for delivering insight to
operational systems or visualization tools
1 Foundation
KNOWLEDGE REPOSITORY: Foundation
Self provisioning and resilient storage
and processing infrastructure
Ingest bulk as well as streaming data.
Ability to tag metadata
data sources |
structured unstructured streaming
metadata
Infrastructure |
scalable self provisioning monitored
secure
Design the
foundation to
process data at
storage instead
of moving it
2 Management
KNOWLEDGE REPOSITORY: Management
data performance layer |
data marts OLAP cubes semantic layer
enterprise knowledge layer
data warehouse master data store
staging layer |
data lake
Metadata
is the key
difference
between a
good and
bad data
platform
Abstracts the data ingestion rate from data preparation
Abstracts the atomic data from business process
Facilitates business view representation in data
3 Discovery
KNOWLEDGE REPOSITORY: Discovery
modelling |
machine learning streaming analytics
data mining
sandbox environment
analytical discovery rapid experimentation
Easy provision new sandbox
environment per user requirements
Support both interactive and
customer analytics tool
4 Delivery
KNOWLEDGE REPOSITORY: Delivery
services |
visualizations business intelligence
dashboards app interfaces
Tools for human insights as well as customizable
app interfaces
4 Delivery
3 Discovery
2 Management
1 Foundation
services | visualizations dashboards app interfaces
Modeling | machine leaning streaming analytics data mining
sandbox environment | analytical discovery | rapid experimentation
data performance layer | data marts OLAP cubes semantic layer enterprise
knowledge layer | data warehouse master data store
staging layer | data lake
data sources | structured unstructured streaming metadata
Infrastructure | scalable self provisioning monitored secure
KNOWLEDGE REPOSITORY: Reference Architecture
OPERATIONAL SYSTEMS, VISUALIZATION TOOLS
ANALYSIS, MODELING, TESTING
TAGGED REPOSITORY FOR ALL DATA
SCALABLE TECHNOLOGY INFRASTRUCTURE
Questions?
Check our blog
for more updates :
www.brillio.com/insights
Follow us:
@ BrillioGlobal
@ naresh2204

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Big Data Analytics: Designing the Knowledge Repository

  • 1. BIG DATA ANALYTICS designing the knowledge repository Tracey Moon | Naresh Agarwal
  • 2. Tracey Moon, CMO twitter - @ tmoonlive linkedIn - linkedin.com/in/traceymoon email - tracey.moon@brillio.com Naresh Agarwal Head of Information Management & Big Data twitter - @ naresh2204 linkedIn - linkedin.com/in/naresha email - naresh.agarwal@brillio.com Today’s Brillio Panel @BrillioGlobal
  • 3. The platform is the enabler, and the experimentation mindset is the methodology to become the data driven company Setting the Context KEY COMPONENTS FOR BECOMING DATA DRIVEN COMPANY - THE PLATFORM a.k.a. KNOWLEDGE REPOSITORY - THE EXPERIMENTATION MINDSET Remember - its the mindset - not all experiments will yield positive ROI - make it real - once proven, make it scale
  • 4. In this session, you will learn Designing THE PLATFORM “the enabler” aka ‘Knowledge Repository’ Key considerations for each layer Reference Architecture for the knowledge repository
  • 5. 4 Delivery 3 Discovery 2 Management 1 Foundation The scalable technology infrastructure for storing and acquiring your data KNOWLEDGE REPOSITORY: Conceptual view The tagged knowledge repository for all your data The environment for analysis, modeling, testing and running experiments The interface for delivering insight to operational systems or visualization tools
  • 6. 1 Foundation KNOWLEDGE REPOSITORY: Foundation Self provisioning and resilient storage and processing infrastructure Ingest bulk as well as streaming data. Ability to tag metadata data sources | structured unstructured streaming metadata Infrastructure | scalable self provisioning monitored secure Design the foundation to process data at storage instead of moving it
  • 7. 2 Management KNOWLEDGE REPOSITORY: Management data performance layer | data marts OLAP cubes semantic layer enterprise knowledge layer data warehouse master data store staging layer | data lake Metadata is the key difference between a good and bad data platform Abstracts the data ingestion rate from data preparation Abstracts the atomic data from business process Facilitates business view representation in data
  • 8. 3 Discovery KNOWLEDGE REPOSITORY: Discovery modelling | machine learning streaming analytics data mining sandbox environment analytical discovery rapid experimentation Easy provision new sandbox environment per user requirements Support both interactive and customer analytics tool
  • 9. 4 Delivery KNOWLEDGE REPOSITORY: Delivery services | visualizations business intelligence dashboards app interfaces Tools for human insights as well as customizable app interfaces
  • 10. 4 Delivery 3 Discovery 2 Management 1 Foundation services | visualizations dashboards app interfaces Modeling | machine leaning streaming analytics data mining sandbox environment | analytical discovery | rapid experimentation data performance layer | data marts OLAP cubes semantic layer enterprise knowledge layer | data warehouse master data store staging layer | data lake data sources | structured unstructured streaming metadata Infrastructure | scalable self provisioning monitored secure KNOWLEDGE REPOSITORY: Reference Architecture OPERATIONAL SYSTEMS, VISUALIZATION TOOLS ANALYSIS, MODELING, TESTING TAGGED REPOSITORY FOR ALL DATA SCALABLE TECHNOLOGY INFRASTRUCTURE
  • 11. Questions? Check our blog for more updates : www.brillio.com/insights Follow us: @ BrillioGlobal @ naresh2204

Editor's Notes

  1. In the earlier webinar, we looked at the typical challenges enterprises face while embarking on big data analytics journey. We discussed that the right approach to ensure you get a big data strategy that works for you is to embrace this experimentation mindset. You develop data hypothesis, quickly build / test to prove or disprove and deploy to realize benefits. We further discussed that there are 2 key components of experimentation mindset – The platform and the Experiments itself. We looked at the experiment cycle and details on how to setup a successful experiment, in this webinar we will go deep on how to design the platform a.k.a. knowledge repository.   Remember - “The platform is the enabler, and the experimentation mindset is the methodology to become the data driven company”.
  2. In the earlier webinar, we looked at the typical challenges enterprises face while embarking on big data analytics journey. We discussed that the right approach to ensure you get a big data strategy that works for you is to embrace this experimentation mindset. You develop data hypothesis, quickly build / test to prove or disprove and deploy to realize benefits. We further discussed that there are 2 key components of experimentation mindset – The platform and the Experiments itself. We looked at the experiment cycle and details on how to setup a successful experiment, in this webinar we will go deep on how to design the platform a.k.a. knowledge repository.   Leader Speak - “The platform is the enabler, and the experimentation mindset is the methodology to become the data driven company”.
  3. Follow us on our blog : Brillio.com/insights : tweet at brilllioglobal Reach us at : Tracey Moon ; Naresh Agarwal