18
© 2016 MapR Technologies Crystal Valentine, PhD VP of Technology Strategy The Human Face of Big Data

"The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Embed Size (px)

Citation preview

Page 1: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

© 2016 MapR Technologies

Crystal Valentine, PhD VP of Technology Strategy

The Human Face of Big Data

Page 2: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

© 2016 MapR Technologies

Human Welfare

Page 3: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

India

1.3 billion residents 640,000 villages 22 official languages $40 billion per year on subsidies 40% leakage

Page 4: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Subsidies as % of Government Expenditure

0

2

4

6

8

10

12

14

16

18

20

2006 2007 2008 2009 2010 2011 2012 2013 2014 2015

Page 5: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Largest Biometric Database in the World

PEOPLE

20 BILLION BIOMETRICS

Page 6: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Massive NoSQL Database Application

1M registrations (Trillions of matches) / day 5 TB incremental data / day 100M+ authentications / day 200 ms response 0.0001 false positive rate Billion+ audit records per day

Page 7: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Always-on high availability

●  Mirroring and backup across DCs

●  Strong consistency for update and insert

DC #1 Gurgaon

DC #3 Bangalore

Regional Backup #2

Regional Backup #4

Page 8: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Broad Application Support through Open APIs

Enrollment Services (40k enrollment stations) Authentication Services Fraud detection frameworks Administrative Services Analytics and Reporting Services Logistics services Contact Center

Page 9: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Impact >1 billion Aadhaars issued 95% of adults in India 500K-700K new enrollees everyday 200 milliseconds to verify an ID 240 million bank accounts 122 million LPG consumers 113 million ration cards

Page 10: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

© 2016 MapR Technologies

Cancer Genomics

Page 11: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Human Genome Sequencing

3 Billion base pairs 25,000 Genes Massively parallel WGS pipeline Sequence over 10k Gbp/week

Page 12: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR
Page 13: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Cancer: a complex disease

2012: •  14.1M new cases •  8.2M deaths

1 tumor ~ 100 billion cells Characterized by pathway disruption

Page 14: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Interaction Network

Vertices = genes Edges = interactions “pathway” = subnetwork

Page 15: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Finding Mutated Pathways Network G = (V,E)

Binary mutation matrix

Patie

nts

Genes

= mutated = not mutated

+ =

Connected subnetworks mutated in significant number

of patients

*TCGA (Nature, 2011 and NEJM, 2013)

Page 16: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Individualized Treatment

Clinical / Lab Genomic / Network Analysis

Lifestyle / Phenotypic /

Health sensors

Electronic Medical Records

Literature / Research

Page 17: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

Collaboration + Innovation

Susan G. Komen Big Data for Breast Cancer (BD4BC) Initiative •  Pledged to reduce mortality rate 50% in next decade •  Partnerships in 50+ countries •  Extensive network of researchers, health care providers,

patient advocates, clinics •  Leverage shared/public data sets + big data technologies

Page 18: "The Human Face of Big Data", Crystal Valentine, VP of Technology Strategy at MapR

© 2016 MapR Technologies

Our challenge