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Data-driven innovation

Dr. Matt Wood
matthew@amazon.com
@mza
Hello
Hello
Data
DNA
Chromosome 11 : ACTN3 : rs1815739
Chromosome X : rs6625163
Chromosome 19 : FUT2 : rs601338
Chromosome 2 : rs10427255
Chromosome 10 : rs7903146




TYPE II
Chromosome 15 : rs2472297




+0.25
I know this, because...
A
T
C
G
G
T
C
C
A
G
G
A
T                   A
C                   G
G                   C
G                   C
    Transcription
T                   A
C                   G
C                   G
A                   U
G                   C
G                   C
A
T                   A
C                   G                 Ser
G                   C
G                   C
    Transcription       Translation
T                   A                 Glu
C                   G
C                   G
A                   U                 Val
G                   C
G                   C
Chromosome 11 : ACTN3 : rs1815739
Chromosome X : rs6625163
Chromosome 19 : FUT2 : rs601338
Chromosome 2 : rs10427255
Chromosome 10 : rs7903146




TYPE II
Chromosome 15 : rs2472297




+0.25
I know all that, because...
Human Genome Project
40 species



  ensembl.org
Compare
Change
Less
Compare
Transformative
Data generation costs are falling
         everywhere
Customer segmentation,
financial modeling,
system analysis,
line of sight,
business intelligence.
Opportunity
Transformation
Innovation
Generation



 Collection & storage



Analytics & computation



Collaboration & sharing
lower cost,
increased throughput

                             Generation



                        Collection & storage



                       Analytics & computation



                       Collaboration & sharing
lower cost,
increased throughput

                             Generation


                                                 highly constrained

                        Collection & storage



                       Analytics & computation



                       Collaboration & sharing
Barrier
Data generation
              X
  challenge
Analytics
challenge
Accessibility
 challenge
Enter the AWS Cloud
Utility
Remove constraints
Data-driven innovation
Distributed
2
Software for distributed
  storage & analysis




        2
Software for distributed
    storage & analysis




           2
Infrastructure for distributed
      storage & analysis
Software

     Frameworks for
data-intensive work loads.

  Distributed by design.
Infrastructure

       Platform for
data-intensive work loads.

  Distributed by design.
Support the data timeline
Generation


                          highly constrained

 Collection & storage



Analytics & computation



Collaboration & sharing
Generation



 Collection & storage



Analytics & computation



Collaboration & sharing
Lower the barrier to entry
Agility
Responsive
Generation



 Collection & storage



Analytics & computation



Collaboration & sharing
Generation



     DynamoDB



Analytics & computation



Collaboration & sharing
Generation



     DynamoDB



EC2, Elastic MapReduce



Collaboration & sharing
Generation



     DynamoDB



EC2, Elastic MapReduce



  S3, Public Datasets
Tools and techniques for working
     productively with data
Scale
Secure
Software for distributed
    storage & analysis




           2
Infrastructure for distributed
      storage & analysis
Amazon EC2
Scale out systems

   Embarrassingly parallel
 Queue based distribution
Small, medium and high scale
High performance
Compute performance

             High performance
Cluster Compute

      Intel Xeon E5-2670
10 gigabit, non-blocking network
           60.5 Gb
     Placement groupings
Cluster Compute

      Intel Xeon E5-2670
10 gigabit, non-blocking network
           60.5 Gb
     Placement groupings
            +GPU
240 TFLOPS
Compute performance

             High performance
                           IO performance
Unstructured
Variable
Amazon DynamoDB

Predictable, consistent performance
         Unlimited storage
  Single digit millisecond latencies
     No schema. Zero admin.
...and SSDs for all
hi1.4xlarge

     2 x 1Tb SSD storage
     10 gigabit networking

HVM: 90k IOPS read, 9k to 75k write
PV: 120k IOPS read, 10k to 85k write
“The hi1.4xlarge configuration is about half the
system cost for the same throughput.”



Netflix
http://techblog.netflix.com/2012/07/benchmarking-high-performance-io-with.html
Provisioned IOPS

Provision required IO performance
    EBS optimized instances
Cost optimization
Reserved capacity
On-demand


Reserved capacity
On-demand


Reserved capacity
Spot instances
$0.2530 vs $2.40
Software for distributed
    storage & analysis




           2
Infrastructure for distributed
      storage & analysis
map/reduce
Map. Reduce.
Write functions. Scale up.
Hadoop
Undifferentiated heavy lifting
Amazon Elastic MapReduce

  Managed Hadoop Clusters
 Easy to provision and monitor
 Write two functions. Scale up.
   Choice of Hadoop flavors
Amazon Elastic MapReduce

      Integrates with S3
   Analytics for DynamoDB
   Perfect for Spot pricing
S3

Input data
S3

        Input data




Code     Elastic
       MapReduce
S3

        Input data




Code     Elastic     Name
       MapReduce     node
S3

        Input data




Code     Elastic     Name
       MapReduce     node




                            Elastic
                            cluster
S3

        Input data




Code     Elastic     Name
       MapReduce     node


                                      HDFS


                            Elastic
                            cluster
S3

        Input data




Code     Elastic              Name
       MapReduce              node

                         Queries
                                                     HDFS
                          + BI
                     Via JDBC, Pig, Hive
                                           Elastic
                                           cluster
S3

        Input data




Code     Elastic              Name                            Output
       MapReduce              node                          S3 + SimpleDB


                         Queries
                                                     HDFS
                          + BI
                     Via JDBC, Pig, Hive
                                           Elastic
                                           cluster
S3

Input data




                    Output
                  S3 + SimpleDB
CDC
Centers for Disease Control and Prevention
“BioSense 2.0 protects the health of the American people
by providing timely insight into the health of communities,
 regions, and the nation by offering a variety of features to
improve data collection, standardization, storage, analysis,
                     and collaboration”
Health data



 Collection & storage



Analytics & computation



Collaboration & sharing
Health data


                          highly constrained

 Collection & storage



Analytics & computation



Collaboration & sharing
HIPAA, HITECH,
FISMA Moderate
GovCloud
Beyond a definition of Big Data
Chromosome 11 : ACTN3 : rs1815739
Chromosome X : rs6625163
Chromosome 19 : FUT2 : rs601338
Chromosome 2 : rs10427255
Chromosome 10 : rs7903146




TYPE II
Chromosome 15 : rs2472297




+0.25
Thank you
matthew@amazon.com


   aws.amazon.com
       @mza

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