SlideShare une entreprise Scribd logo
1  sur  23
private and confidential. all rights reserved. march 1, 20151 @ChandanRajah
Big Data Disruption
by Vertical Innovation
Chandan Rajah
@ChandanRajah | chandan.rajah@gmail.com
“Price of light is far less than the cost of darkness”
private and confidential. all rights reserved. march 1, 20152 @ChandanRajah
Disruption by Vertical Innovation
private and confidential. all rights reserved. march 1, 20153 @ChandanRajah
Horizontal Innovation
Improvement to Status Quo
VerticalInnovation
StepChangetoStatusQuo
Horizontal & Vertical Innovation
private and confidential. all rights reserved. march 1, 20154 @ChandanRajah
Horizontal Innovation
From 1 to N
VerticalInnovation
From0to1
Big Data Science Revolution
Statistical
Analysis
Data
Science
Monolithic
Processing
Big Data
Physical
Computing
Cloud
Big Data
Science
Revolution
private and confidential. all rights reserved. march 1, 20155 @ChandanRajah
What is Big Data Science ?
private and confidential. all rights reserved. march 1, 20156 @ChandanRajah
Big Data
Big Data ≠ Data Volume
Big Data = Oil Transport
Think of data like ‘Crude Oil’
Big Data is about extracting ‘crude oil’; transporting it in ‘pipelines’; storing it in ‘mega tanks’
private and confidential. all rights reserved. march 1, 20157 @ChandanRajah
Data Science
Data Science ≠ Statistical Analysis
Data Science = Oil Refinery
Data science is about ‘treating’ data; applying ‘science’ to the data;
Refine the data ‘results’; and combine to form ‘insight’
private and confidential. all rights reserved. march 1, 20158 @ChandanRajah
data you know
data you don’t know
questionsyou’reasking
questionsyou’renotasking
Data Analysis
Data Science
reporting & description
discovery & prediction
DATA MODELLING
Y  F( X, random noise, parameters)
ALGORITHMIC MODELLING
Y  [ BLACK BOX ]  X
Data Modeling versus Data Science
private and confidential. all rights reserved. march 1, 20159 @ChandanRajah
What’s the Big Idea ?
private and confidential. all rights reserved. march 1, 201510 @ChandanRajah
DIVIDE
SCATTER
Split Data in Block
Replicate and Store
Petabytes of Resilience
CONQUER
ANALYZE
Parallel Execution
Data Locality
Explore Every Path
INSIGHT
GATHER
Machine Learning
Iterative Evolution
Prediction & Action
Big Idea
private and confidential. all rights reserved. march 1, 201511 @ChandanRajah
Name Node
1 32
Client 1. Create Metadata
2. Put Blocks
Data Nodes
Control / Monitoring
1 1
2 2
3 3
WRITE
Name Node
1 1 1 2
2
2
3 3 34
4 4
Client 1. Get Metadata
2. Fetch Blocks
Data Nodes
Control / Monitoring
READ
DIVIDE = HDFS
private and confidential. all rights reserved. march 1, 201512 @ChandanRajah
CONQUER = MapReduce
private and confidential. all rights reserved. march 1, 201513 @ChandanRajah
INSIGHT = Functional Programming
Lambda Calculus
Alonzo Church Alan Turing
Statistical Programming
Java Virtual Machine Machine Learning
Scala Python
private and confidential. all rights reserved. march 1, 201514 @ChandanRajah
Value Exponent
R
REPORT
I
INFORM
K
KNOW
P
PRESCRIBE
I
INFER
PAST FUTURE
Substantial Value Increase
private and confidential. all rights reserved. march 1, 201515 @ChandanRajah
The Moroccan Opportunity
private and confidential. all rights reserved. march 1, 201516 @ChandanRajah
Skill Deficit and the Moroccan Opportunity
Dev Ops Engineer
Builds the cluster
Data Analyst
SQL guru
Big Data Developer
Productise insight
Data Scientist
Machine learning expert
What’s the Moroccan Opportunity?
• Talent: 7+ million graduates in training from world class universities
• Initiative: Government push to create a big data skill hub
• Potential: Build pipeline of outsourced talent for the EU & US. Market of £10bn
• Opportunity: next Moroccan Mark Zuckerberg or Larry Page
WARNING: All disruptions have a shelf life. Only the agile reap the rewards.
private and confidential. all rights reserved. march 1, 201517 @ChandanRajah
State of Play – The Gartner Hype Curve
private and confidential. all rights reserved. march 1, 201518 @ChandanRajah
Next Big Leap
private and confidential. all rights reserved. march 1, 201519 @ChandanRajah
Horizontal Innovation
From 1 to N
VerticalInnovation
From0to1
Big Data Science Revolution
Batch
Streaming
Hadoop
Spark
Message
Passing
Actor
Systems
Reactive
Insight Model
private and confidential. all rights reserved. march 1, 201520 @ChandanRajah
Insight Ecosystem
Reactive Insight Model
Dev Ops Engineers
Data Providers
Data Analysts Data Scientists
Big Data Developers
Data Innovators
• Low Cost, Secure, Multi-tenancy
• Centralised, Readily Available
• Accessible to all skills
• Preferably state financed
private and confidential. all rights reserved. march 1, 201521 @ChandanRajah
Reactive Insight Model
Periodic Batch
Data
Streaming Data
Stream
Processing
Mutable Store
Apache Kafka
REAL TIME
INCREMENT
Apache Hbase
Cassandra
Apache Spark
Apache Storm
Immutable
Storage
Pre-computed
Views
Apache HDFS
BATCH
RE-COMPUTE
Apache HiveApache Spark
MapReduce
Single Version
of Truth
Metadata
Management
Statistical
Analysis
Machine
Learning
iPython & Jypiter
R Studio Server
SQL Access
Hue
Productisation
& Web Services
Scala & Akka
private and confidential. all rights reserved. march 1, 201522 @ChandanRajah
Where do we Start ?
• Buy over Build. Quick catch-up with front runners.
• Centralise cloud infrastructure. Accessible technology.
• Specialised streams for Dev Ops, Data Science, etc.
• Smaller focused outsourcing units. EU sales presence.
• Hack, Hack, Hack, Hack. Compete on Kaggle. Build Rep.
private and confidential. all rights reserved. march 1, 201523 @ChandanRajah
Thank You
Chandan Rajah
@ChandanRajah | chandan.rajah@gmail.com
Senior technologist and inventor. 18yrs of experience in big data science, HPC and AI.
Technology Expert and Advisor for Big Data and IoT at the Digital Catapult.
Entrepreneur in high performance computing and large-scale real time prescriptive analytics

Contenu connexe

En vedette

Bookpresentation Piketty Capital in the 21st Century
Bookpresentation Piketty Capital in the 21st CenturyBookpresentation Piketty Capital in the 21st Century
Bookpresentation Piketty Capital in the 21st CenturySander Van Berghen
 
Consensus Decision Making (M.S. Thesis Proposal)
Consensus Decision Making (M.S. Thesis Proposal) Consensus Decision Making (M.S. Thesis Proposal)
Consensus Decision Making (M.S. Thesis Proposal) judahs
 
Educational innovation in university levels: Crystallography and X - ray diff...
Educational innovation in university levels: Crystallography and X - ray diff...Educational innovation in university levels: Crystallography and X - ray diff...
Educational innovation in university levels: Crystallography and X - ray diff...José Javier Navas Pedregosa
 
Connective leadership: participate + facilitate + enable
Connective leadership: participate + facilitate + enableConnective leadership: participate + facilitate + enable
Connective leadership: participate + facilitate + enableZaana Jaclyn
 
Audience theory
Audience theoryAudience theory
Audience theoryHGAED
 
Media effects theory
Media effects theoryMedia effects theory
Media effects theoryDavid Bakes
 
Consensus Decision-Making Workshop
Consensus Decision-Making WorkshopConsensus Decision-Making Workshop
Consensus Decision-Making WorkshopJason Diceman
 

En vedette (7)

Bookpresentation Piketty Capital in the 21st Century
Bookpresentation Piketty Capital in the 21st CenturyBookpresentation Piketty Capital in the 21st Century
Bookpresentation Piketty Capital in the 21st Century
 
Consensus Decision Making (M.S. Thesis Proposal)
Consensus Decision Making (M.S. Thesis Proposal) Consensus Decision Making (M.S. Thesis Proposal)
Consensus Decision Making (M.S. Thesis Proposal)
 
Educational innovation in university levels: Crystallography and X - ray diff...
Educational innovation in university levels: Crystallography and X - ray diff...Educational innovation in university levels: Crystallography and X - ray diff...
Educational innovation in university levels: Crystallography and X - ray diff...
 
Connective leadership: participate + facilitate + enable
Connective leadership: participate + facilitate + enableConnective leadership: participate + facilitate + enable
Connective leadership: participate + facilitate + enable
 
Audience theory
Audience theoryAudience theory
Audience theory
 
Media effects theory
Media effects theoryMedia effects theory
Media effects theory
 
Consensus Decision-Making Workshop
Consensus Decision-Making WorkshopConsensus Decision-Making Workshop
Consensus Decision-Making Workshop
 

Similaire à Data Disruption by Vertical Innovation

Data Disruption by Vertical Innovation in Media
Data Disruption by Vertical Innovation in MediaData Disruption by Vertical Innovation in Media
Data Disruption by Vertical Innovation in MediaChandan Rajah
 
Planet OS: Indexing the Real World (a lecture at the Stanford Engineering Sch...
Planet OS: Indexing the Real World (a lecture at the Stanford Engineering Sch...Planet OS: Indexing the Real World (a lecture at the Stanford Engineering Sch...
Planet OS: Indexing the Real World (a lecture at the Stanford Engineering Sch...Rainer Sternfeld
 
Rainer Sternfeld - Planetary Big Data - PlanetOS - Stanford Engineering - Mar...
Rainer Sternfeld - Planetary Big Data - PlanetOS - Stanford Engineering - Mar...Rainer Sternfeld - Planetary Big Data - PlanetOS - Stanford Engineering - Mar...
Rainer Sternfeld - Planetary Big Data - PlanetOS - Stanford Engineering - Mar...Burton Lee
 
Big Data Science at the Digital Catapult
Big Data Science at the Digital CatapultBig Data Science at the Digital Catapult
Big Data Science at the Digital CatapultChandan Rajah
 
Steps to the Big Data Science Epiphany
Steps to the Big Data Science EpiphanySteps to the Big Data Science Epiphany
Steps to the Big Data Science EpiphanyChandan Rajah
 
Horacio Gonzalez - Monitoring OVH - Codemotion Amsterdam 2019
Horacio Gonzalez - Monitoring OVH - Codemotion Amsterdam 2019Horacio Gonzalez - Monitoring OVH - Codemotion Amsterdam 2019
Horacio Gonzalez - Monitoring OVH - Codemotion Amsterdam 2019Codemotion
 
Accelerate Digital Transformation with an Enterprise Big Data Fabric
Accelerate Digital Transformation with an Enterprise Big Data FabricAccelerate Digital Transformation with an Enterprise Big Data Fabric
Accelerate Digital Transformation with an Enterprise Big Data FabricCambridge Semantics
 
Big data debunking some of the myths
Big data debunking some of the mythsBig data debunking some of the myths
Big data debunking some of the mythsChris Swan
 
MAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAI
MAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAIMAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAI
MAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAIBig Data Week
 
Overview of big data in cloud computing
Overview of big data in cloud computingOverview of big data in cloud computing
Overview of big data in cloud computingViet-Trung TRAN
 
The Maturity Model: Taking the Growing Pains Out of Hadoop
The Maturity Model: Taking the Growing Pains Out of HadoopThe Maturity Model: Taking the Growing Pains Out of Hadoop
The Maturity Model: Taking the Growing Pains Out of HadoopInside Analysis
 
Indexing the Real World Sensor Networks (at RE.WORK Internet of Things Summit...
Indexing the Real World Sensor Networks (at RE.WORK Internet of Things Summit...Indexing the Real World Sensor Networks (at RE.WORK Internet of Things Summit...
Indexing the Real World Sensor Networks (at RE.WORK Internet of Things Summit...Rainer Sternfeld
 
What to expect when you are visualizing
What to expect when you are visualizingWhat to expect when you are visualizing
What to expect when you are visualizingKrist Wongsuphasawat
 
Are You Ready for OpenStack? (Vancouver Summit, May 2015)
Are You Ready for OpenStack? (Vancouver Summit, May 2015)Are You Ready for OpenStack? (Vancouver Summit, May 2015)
Are You Ready for OpenStack? (Vancouver Summit, May 2015)Niki Acosta
 
Deeper Questions: How Interactive Visualization Empowers Analysts
Deeper Questions: How Interactive Visualization Empowers AnalystsDeeper Questions: How Interactive Visualization Empowers Analysts
Deeper Questions: How Interactive Visualization Empowers AnalystsInside Analysis
 
R and Big Data using Revolution R Enterprise with Hadoop
R and Big Data using Revolution R Enterprise with HadoopR and Big Data using Revolution R Enterprise with Hadoop
R and Big Data using Revolution R Enterprise with HadoopRevolution Analytics
 
Big Data Day LA 2015 - Transforming into a data driven enterprise using exist...
Big Data Day LA 2015 - Transforming into a data driven enterprise using exist...Big Data Day LA 2015 - Transforming into a data driven enterprise using exist...
Big Data Day LA 2015 - Transforming into a data driven enterprise using exist...Data Con LA
 
Monitoria@Icinga camp berlin
Monitoria@Icinga camp berlinMonitoria@Icinga camp berlin
Monitoria@Icinga camp berlinSoluto
 
From IoT to IoTA
From IoT to IoTAFrom IoT to IoTA
From IoT to IoTAStriim
 

Similaire à Data Disruption by Vertical Innovation (20)

Data Disruption by Vertical Innovation in Media
Data Disruption by Vertical Innovation in MediaData Disruption by Vertical Innovation in Media
Data Disruption by Vertical Innovation in Media
 
Planet OS: Indexing the Real World (a lecture at the Stanford Engineering Sch...
Planet OS: Indexing the Real World (a lecture at the Stanford Engineering Sch...Planet OS: Indexing the Real World (a lecture at the Stanford Engineering Sch...
Planet OS: Indexing the Real World (a lecture at the Stanford Engineering Sch...
 
Rainer Sternfeld - Planetary Big Data - PlanetOS - Stanford Engineering - Mar...
Rainer Sternfeld - Planetary Big Data - PlanetOS - Stanford Engineering - Mar...Rainer Sternfeld - Planetary Big Data - PlanetOS - Stanford Engineering - Mar...
Rainer Sternfeld - Planetary Big Data - PlanetOS - Stanford Engineering - Mar...
 
Big Data Science at the Digital Catapult
Big Data Science at the Digital CatapultBig Data Science at the Digital Catapult
Big Data Science at the Digital Catapult
 
Steps to the Big Data Science Epiphany
Steps to the Big Data Science EpiphanySteps to the Big Data Science Epiphany
Steps to the Big Data Science Epiphany
 
Horacio Gonzalez - Monitoring OVH - Codemotion Amsterdam 2019
Horacio Gonzalez - Monitoring OVH - Codemotion Amsterdam 2019Horacio Gonzalez - Monitoring OVH - Codemotion Amsterdam 2019
Horacio Gonzalez - Monitoring OVH - Codemotion Amsterdam 2019
 
Accelerate Digital Transformation with an Enterprise Big Data Fabric
Accelerate Digital Transformation with an Enterprise Big Data FabricAccelerate Digital Transformation with an Enterprise Big Data Fabric
Accelerate Digital Transformation with an Enterprise Big Data Fabric
 
Big data debunking some of the myths
Big data debunking some of the mythsBig data debunking some of the myths
Big data debunking some of the myths
 
MAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAI
MAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAIMAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAI
MAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAI
 
Overview of big data in cloud computing
Overview of big data in cloud computingOverview of big data in cloud computing
Overview of big data in cloud computing
 
Viet stack 2nd meetup - BigData in Cloud Computing
Viet stack 2nd meetup - BigData in Cloud ComputingViet stack 2nd meetup - BigData in Cloud Computing
Viet stack 2nd meetup - BigData in Cloud Computing
 
The Maturity Model: Taking the Growing Pains Out of Hadoop
The Maturity Model: Taking the Growing Pains Out of HadoopThe Maturity Model: Taking the Growing Pains Out of Hadoop
The Maturity Model: Taking the Growing Pains Out of Hadoop
 
Indexing the Real World Sensor Networks (at RE.WORK Internet of Things Summit...
Indexing the Real World Sensor Networks (at RE.WORK Internet of Things Summit...Indexing the Real World Sensor Networks (at RE.WORK Internet of Things Summit...
Indexing the Real World Sensor Networks (at RE.WORK Internet of Things Summit...
 
What to expect when you are visualizing
What to expect when you are visualizingWhat to expect when you are visualizing
What to expect when you are visualizing
 
Are You Ready for OpenStack? (Vancouver Summit, May 2015)
Are You Ready for OpenStack? (Vancouver Summit, May 2015)Are You Ready for OpenStack? (Vancouver Summit, May 2015)
Are You Ready for OpenStack? (Vancouver Summit, May 2015)
 
Deeper Questions: How Interactive Visualization Empowers Analysts
Deeper Questions: How Interactive Visualization Empowers AnalystsDeeper Questions: How Interactive Visualization Empowers Analysts
Deeper Questions: How Interactive Visualization Empowers Analysts
 
R and Big Data using Revolution R Enterprise with Hadoop
R and Big Data using Revolution R Enterprise with HadoopR and Big Data using Revolution R Enterprise with Hadoop
R and Big Data using Revolution R Enterprise with Hadoop
 
Big Data Day LA 2015 - Transforming into a data driven enterprise using exist...
Big Data Day LA 2015 - Transforming into a data driven enterprise using exist...Big Data Day LA 2015 - Transforming into a data driven enterprise using exist...
Big Data Day LA 2015 - Transforming into a data driven enterprise using exist...
 
Monitoria@Icinga camp berlin
Monitoria@Icinga camp berlinMonitoria@Icinga camp berlin
Monitoria@Icinga camp berlin
 
From IoT to IoTA
From IoT to IoTAFrom IoT to IoTA
From IoT to IoTA
 

Plus de Chandan Rajah

Business Change through Predictive Analytics
Business Change through Predictive AnalyticsBusiness Change through Predictive Analytics
Business Change through Predictive AnalyticsChandan Rajah
 
Business Change through Predictive Analytics
Business Change through Predictive AnalyticsBusiness Change through Predictive Analytics
Business Change through Predictive AnalyticsChandan Rajah
 
Catalysing Sector Advantage
Catalysing Sector AdvantageCatalysing Sector Advantage
Catalysing Sector AdvantageChandan Rajah
 
Rise of the Machines
Rise of the MachinesRise of the Machines
Rise of the MachinesChandan Rajah
 
Health Innovation and the Digital Catapult
Health Innovation and the Digital CatapultHealth Innovation and the Digital Catapult
Health Innovation and the Digital CatapultChandan Rajah
 
Connected Farms ...and the Digital Catapult
Connected Farms ...and the Digital CatapultConnected Farms ...and the Digital Catapult
Connected Farms ...and the Digital CatapultChandan Rajah
 
Data Innovation in the Digital Economy
Data Innovation in the Digital EconomyData Innovation in the Digital Economy
Data Innovation in the Digital EconomyChandan Rajah
 
Disruptive Data in Future Care
Disruptive Data in Future CareDisruptive Data in Future Care
Disruptive Data in Future CareChandan Rajah
 
Data Warehouse to Data Science
Data Warehouse to Data ScienceData Warehouse to Data Science
Data Warehouse to Data ScienceChandan Rajah
 
Business Impact of Predictive Analytics
Business Impact of Predictive AnalyticsBusiness Impact of Predictive Analytics
Business Impact of Predictive AnalyticsChandan Rajah
 
Social Triangulation with Big Data
Social Triangulation with Big DataSocial Triangulation with Big Data
Social Triangulation with Big DataChandan Rajah
 
Big Data Science Challenges in Media
Big Data Science Challenges in MediaBig Data Science Challenges in Media
Big Data Science Challenges in MediaChandan Rajah
 
Big Data Science: Intro and Benefits
Big Data Science: Intro and BenefitsBig Data Science: Intro and Benefits
Big Data Science: Intro and BenefitsChandan Rajah
 

Plus de Chandan Rajah (15)

Business Change through Predictive Analytics
Business Change through Predictive AnalyticsBusiness Change through Predictive Analytics
Business Change through Predictive Analytics
 
Business Change through Predictive Analytics
Business Change through Predictive AnalyticsBusiness Change through Predictive Analytics
Business Change through Predictive Analytics
 
Catalysing Sector Advantage
Catalysing Sector AdvantageCatalysing Sector Advantage
Catalysing Sector Advantage
 
Rise of the Machines
Rise of the MachinesRise of the Machines
Rise of the Machines
 
Health Innovation and the Digital Catapult
Health Innovation and the Digital CatapultHealth Innovation and the Digital Catapult
Health Innovation and the Digital Catapult
 
Connected Farms ...and the Digital Catapult
Connected Farms ...and the Digital CatapultConnected Farms ...and the Digital Catapult
Connected Farms ...and the Digital Catapult
 
Data Innovation in the Digital Economy
Data Innovation in the Digital EconomyData Innovation in the Digital Economy
Data Innovation in the Digital Economy
 
Disruptive Data in Future Care
Disruptive Data in Future CareDisruptive Data in Future Care
Disruptive Data in Future Care
 
Data Warehouse to Data Science
Data Warehouse to Data ScienceData Warehouse to Data Science
Data Warehouse to Data Science
 
Business Impact of Predictive Analytics
Business Impact of Predictive AnalyticsBusiness Impact of Predictive Analytics
Business Impact of Predictive Analytics
 
Social Triangulation with Big Data
Social Triangulation with Big DataSocial Triangulation with Big Data
Social Triangulation with Big Data
 
Big Data Science Challenges in Media
Big Data Science Challenges in MediaBig Data Science Challenges in Media
Big Data Science Challenges in Media
 
Hadoop and friends
Hadoop and friendsHadoop and friends
Hadoop and friends
 
Big Data Science: Intro and Benefits
Big Data Science: Intro and BenefitsBig Data Science: Intro and Benefits
Big Data Science: Intro and Benefits
 
IPTV Case Study
IPTV Case StudyIPTV Case Study
IPTV Case Study
 

Dernier

How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsRoshan Dwivedi
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 

Dernier (20)

How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 

Data Disruption by Vertical Innovation

  • 1. private and confidential. all rights reserved. march 1, 20151 @ChandanRajah Big Data Disruption by Vertical Innovation Chandan Rajah @ChandanRajah | chandan.rajah@gmail.com “Price of light is far less than the cost of darkness”
  • 2. private and confidential. all rights reserved. march 1, 20152 @ChandanRajah Disruption by Vertical Innovation
  • 3. private and confidential. all rights reserved. march 1, 20153 @ChandanRajah Horizontal Innovation Improvement to Status Quo VerticalInnovation StepChangetoStatusQuo Horizontal & Vertical Innovation
  • 4. private and confidential. all rights reserved. march 1, 20154 @ChandanRajah Horizontal Innovation From 1 to N VerticalInnovation From0to1 Big Data Science Revolution Statistical Analysis Data Science Monolithic Processing Big Data Physical Computing Cloud Big Data Science Revolution
  • 5. private and confidential. all rights reserved. march 1, 20155 @ChandanRajah What is Big Data Science ?
  • 6. private and confidential. all rights reserved. march 1, 20156 @ChandanRajah Big Data Big Data ≠ Data Volume Big Data = Oil Transport Think of data like ‘Crude Oil’ Big Data is about extracting ‘crude oil’; transporting it in ‘pipelines’; storing it in ‘mega tanks’
  • 7. private and confidential. all rights reserved. march 1, 20157 @ChandanRajah Data Science Data Science ≠ Statistical Analysis Data Science = Oil Refinery Data science is about ‘treating’ data; applying ‘science’ to the data; Refine the data ‘results’; and combine to form ‘insight’
  • 8. private and confidential. all rights reserved. march 1, 20158 @ChandanRajah data you know data you don’t know questionsyou’reasking questionsyou’renotasking Data Analysis Data Science reporting & description discovery & prediction DATA MODELLING Y  F( X, random noise, parameters) ALGORITHMIC MODELLING Y  [ BLACK BOX ]  X Data Modeling versus Data Science
  • 9. private and confidential. all rights reserved. march 1, 20159 @ChandanRajah What’s the Big Idea ?
  • 10. private and confidential. all rights reserved. march 1, 201510 @ChandanRajah DIVIDE SCATTER Split Data in Block Replicate and Store Petabytes of Resilience CONQUER ANALYZE Parallel Execution Data Locality Explore Every Path INSIGHT GATHER Machine Learning Iterative Evolution Prediction & Action Big Idea
  • 11. private and confidential. all rights reserved. march 1, 201511 @ChandanRajah Name Node 1 32 Client 1. Create Metadata 2. Put Blocks Data Nodes Control / Monitoring 1 1 2 2 3 3 WRITE Name Node 1 1 1 2 2 2 3 3 34 4 4 Client 1. Get Metadata 2. Fetch Blocks Data Nodes Control / Monitoring READ DIVIDE = HDFS
  • 12. private and confidential. all rights reserved. march 1, 201512 @ChandanRajah CONQUER = MapReduce
  • 13. private and confidential. all rights reserved. march 1, 201513 @ChandanRajah INSIGHT = Functional Programming Lambda Calculus Alonzo Church Alan Turing Statistical Programming Java Virtual Machine Machine Learning Scala Python
  • 14. private and confidential. all rights reserved. march 1, 201514 @ChandanRajah Value Exponent R REPORT I INFORM K KNOW P PRESCRIBE I INFER PAST FUTURE Substantial Value Increase
  • 15. private and confidential. all rights reserved. march 1, 201515 @ChandanRajah The Moroccan Opportunity
  • 16. private and confidential. all rights reserved. march 1, 201516 @ChandanRajah Skill Deficit and the Moroccan Opportunity Dev Ops Engineer Builds the cluster Data Analyst SQL guru Big Data Developer Productise insight Data Scientist Machine learning expert What’s the Moroccan Opportunity? • Talent: 7+ million graduates in training from world class universities • Initiative: Government push to create a big data skill hub • Potential: Build pipeline of outsourced talent for the EU & US. Market of £10bn • Opportunity: next Moroccan Mark Zuckerberg or Larry Page WARNING: All disruptions have a shelf life. Only the agile reap the rewards.
  • 17. private and confidential. all rights reserved. march 1, 201517 @ChandanRajah State of Play – The Gartner Hype Curve
  • 18. private and confidential. all rights reserved. march 1, 201518 @ChandanRajah Next Big Leap
  • 19. private and confidential. all rights reserved. march 1, 201519 @ChandanRajah Horizontal Innovation From 1 to N VerticalInnovation From0to1 Big Data Science Revolution Batch Streaming Hadoop Spark Message Passing Actor Systems Reactive Insight Model
  • 20. private and confidential. all rights reserved. march 1, 201520 @ChandanRajah Insight Ecosystem Reactive Insight Model Dev Ops Engineers Data Providers Data Analysts Data Scientists Big Data Developers Data Innovators • Low Cost, Secure, Multi-tenancy • Centralised, Readily Available • Accessible to all skills • Preferably state financed
  • 21. private and confidential. all rights reserved. march 1, 201521 @ChandanRajah Reactive Insight Model Periodic Batch Data Streaming Data Stream Processing Mutable Store Apache Kafka REAL TIME INCREMENT Apache Hbase Cassandra Apache Spark Apache Storm Immutable Storage Pre-computed Views Apache HDFS BATCH RE-COMPUTE Apache HiveApache Spark MapReduce Single Version of Truth Metadata Management Statistical Analysis Machine Learning iPython & Jypiter R Studio Server SQL Access Hue Productisation & Web Services Scala & Akka
  • 22. private and confidential. all rights reserved. march 1, 201522 @ChandanRajah Where do we Start ? • Buy over Build. Quick catch-up with front runners. • Centralise cloud infrastructure. Accessible technology. • Specialised streams for Dev Ops, Data Science, etc. • Smaller focused outsourcing units. EU sales presence. • Hack, Hack, Hack, Hack. Compete on Kaggle. Build Rep.
  • 23. private and confidential. all rights reserved. march 1, 201523 @ChandanRajah Thank You Chandan Rajah @ChandanRajah | chandan.rajah@gmail.com Senior technologist and inventor. 18yrs of experience in big data science, HPC and AI. Technology Expert and Advisor for Big Data and IoT at the Digital Catapult. Entrepreneur in high performance computing and large-scale real time prescriptive analytics