SlideShare una empresa de Scribd logo
1 de 102
Descargar para leer sin conexión
High Performance
   Cloud Computing



                                 Deepak Singh
         P r i n c i p a l   P r o d u c t   M a n a g e r
Via butteryflysha under a CC-BY license
Image: Simon Cockell under CC-BY
High Scale Computing
using a large number of
computers at the same
time to solve a problem
2
1


    High Throughput
       Computing
scale out
“embarassingly
   parallel”
constraints
constrained by
   capacity
More molecules

    Bigger systems



constrained by
   capacity
    More simulations

    More dimensions
constrained by time
Upcoming conference

       Grant submissions




constrained by time
          Impatience!

     Exploratory “spike” run
EC2
EC2
Elastic Compute Cloud
elastic
programmatic
ec2-run-instances
AWS CloudFormation
EC2 instance types
s
             pe
           ty
           ce
        an


            standard “m1”
     st
  in
  2
EC




              high cpu “c1”
           high memory “m2”


                http://aws.amazon.com/ec2/instance-types/
s
             pe
           ty
           ce
        an


            standard “m1”
     st
  in
  2
EC




              high cpu “c1”
           high memory “m2”


                http://aws.amazon.com/ec2/instance-types/
ec2-terminate-instances
rapid provisioning
10K in 45 minutes
design patterns
optimize for
throughput
Tasks




Instances
Tasks



Queue




Instances
Tasks



Queue




Instances
vertical scaling
Tasks



            Queue




            Instances


 Increase
instance
   size
Tasks



            Queue




            Instances


 Increase
instance
   size
horizontal scaling
Tasks



            Queue




            Instances




 Increase
instance
  count
Tasks



Queue




Instances




Results



Store
Tasks



Queue



On-premise


Instances


Results



Store
Tasks



Queue



On-premise


Instances


Results



Store
Tasks



Queue



On-premise


Instances


Results



Store
optimize for cost
optimize for cost
 maximize bang for buck
on-demand instances
reserved instances
spot instances
ideal for batch
persistent requests
all or nothing
use cases galore
Credit: Angel Pizzaro, U. Penn
2


     Cluster
    Computing
tightly coupled
MPI
Dua  l Intel          23GB RA
  X 5570        GPGPU
                              M
“Neha   lem”

                               HVM
    1.7TB
   scratch

             Cluster Compute
10 gig E




           Cluster Compute
Placement
  Group
Placement
                    group




Cluster Compute
231
450
Cores      7040
R   max
           41.82
R   peak
           82.51
GPGPU
2 x Tesla
   M2050
Getting Started
http://aws.amazon.com/hpc
4 steps
15 minutes
http://aws.amazon.com/ec2
performance
WIEN2K Parallel
                                                                    Performance

                                                                          H size 56,000 (25GB)
                                                                     Runtime (16x8 processors)
                                                                        Local (Infiniband) 3h:48
                                                                   Cloud (10Gbps) 1h:30 ($40)




                    1200 atom unit cell; SCALAPACK+MPI
                    diagonalization, matrix size 50k-100k

Credit: K. Jorissen, F. D. Villa, and J. J. Rehr (U. Washington)
customer examples
Example Use Case #1

Computational Fluid Dynamics

      Dynamic Clusters

   40-180 CC1 instances
Example Use Case #2

    Molecular Dynamics

       Steady Usage

   32-40 CG1 instances
Example Use Case #3

     Machine Learning

    Spiky, Experimental

    8-20 CG1 instances
Customer Case Study: Bioproximity




          http://aws.amazon.com/solutions/case-studies/bioproximity/
Customer Case Study: cyclopic energy




                           OpenFOAM®


         http://aws.amazon.com/solutions/case-studies/cyclopic-energy/
Customer Case Study: PSR
                  Stochastic Dual Dynamic Programming




 44,000 CPU hrs in Oct 2010
             http://aws.amazon.com/solutions/case-studies/psr/
familiar tools
Oracle Grid Engine
MIT StarCluster
LSF
Moab/Torque
Condor
StackIQ Rocks+
Slurm
deesingh@amazon.com
                                                             Twitter:@mndoci
                                               http://slideshare.net/mndoci
                                                          http://mndoci.com




        Inspiration and ideas from
        Matt Wood, James Hamilton
               & Larry Lessig

Credit” Oberazzi under a CC-BY-NC-SA license

Más contenido relacionado

La actualidad más candente

MEW22 22nd Machine Evaluation Workshop Microsoft
MEW22 22nd Machine Evaluation Workshop MicrosoftMEW22 22nd Machine Evaluation Workshop Microsoft
MEW22 22nd Machine Evaluation Workshop MicrosoftLee Stott
 
Automating auto-scaled load balancer based on linux and vm orchestrator
Automating auto-scaled load balancer based on linux and vm orchestratorAutomating auto-scaled load balancer based on linux and vm orchestrator
Automating auto-scaled load balancer based on linux and vm orchestratorAndrew Yongjoon Kong
 
HybridAzureCloud
HybridAzureCloudHybridAzureCloud
HybridAzureCloudChris Condo
 
HPC in the Cloud
HPC in the CloudHPC in the Cloud
HPC in the CloudGuy Tel-Zur
 
Unlimited Virtual Computing Capacity using the Cloud for Automated Parameter ...
Unlimited Virtual Computing Capacity using the Cloud for Automated Parameter ...Unlimited Virtual Computing Capacity using the Cloud for Automated Parameter ...
Unlimited Virtual Computing Capacity using the Cloud for Automated Parameter ...Joseph Luchette
 
Scale-out AI Training on Massive Core System from HPC to Fabric-based SOC
Scale-out AI Training on Massive Core System from HPC to Fabric-based SOCScale-out AI Training on Massive Core System from HPC to Fabric-based SOC
Scale-out AI Training on Massive Core System from HPC to Fabric-based SOCinside-BigData.com
 
Distributed Multi-GPU Computing with Dask, CuPy and RAPIDS
Distributed Multi-GPU Computing with Dask, CuPy and RAPIDSDistributed Multi-GPU Computing with Dask, CuPy and RAPIDS
Distributed Multi-GPU Computing with Dask, CuPy and RAPIDSPeterAndreasEntschev
 
Taking High Performance Computing to the Cloud: Windows HPC and
Taking High Performance Computing to the Cloud: Windows HPC and Taking High Performance Computing to the Cloud: Windows HPC and
Taking High Performance Computing to the Cloud: Windows HPC and Saptak Sen
 
産総研におけるプライベートクラウドへの取り組み
産総研におけるプライベートクラウドへの取り組み産総研におけるプライベートクラウドへの取り組み
産総研におけるプライベートクラウドへの取り組みRyousei Takano
 
Ai Forum at Computex 2017 - Keynote Slides by Jensen Huang
Ai Forum at Computex 2017 - Keynote Slides by Jensen HuangAi Forum at Computex 2017 - Keynote Slides by Jensen Huang
Ai Forum at Computex 2017 - Keynote Slides by Jensen HuangNVIDIA Taiwan
 
GPUs in Big Data - StampedeCon 2014
GPUs in Big Data - StampedeCon 2014GPUs in Big Data - StampedeCon 2014
GPUs in Big Data - StampedeCon 2014StampedeCon
 
Cloud Friendly Hadoop and Hive
Cloud Friendly Hadoop and HiveCloud Friendly Hadoop and Hive
Cloud Friendly Hadoop and HiveDataWorks Summit
 
Intro to the Distributed Version of TensorFlow
Intro to the Distributed Version of TensorFlowIntro to the Distributed Version of TensorFlow
Intro to the Distributed Version of TensorFlowAltoros
 
Adventures in RDS Load Testing
Adventures in RDS Load TestingAdventures in RDS Load Testing
Adventures in RDS Load TestingMike Harnish
 
kubectl internal / Kubernetes Internal #8
kubectl internal / Kubernetes Internal #8kubectl internal / Kubernetes Internal #8
kubectl internal / Kubernetes Internal #8Preferred Networks
 
Getting The Most Out of VR | Sinjin Bain
Getting The Most Out of VR | Sinjin BainGetting The Most Out of VR | Sinjin Bain
Getting The Most Out of VR | Sinjin BainJessica Tams
 
Distributed deep learning optimizations - AI WithTheBest
Distributed deep learning optimizations - AI WithTheBestDistributed deep learning optimizations - AI WithTheBest
Distributed deep learning optimizations - AI WithTheBestgeetachauhan
 

La actualidad más candente (20)

MEW22 22nd Machine Evaluation Workshop Microsoft
MEW22 22nd Machine Evaluation Workshop MicrosoftMEW22 22nd Machine Evaluation Workshop Microsoft
MEW22 22nd Machine Evaluation Workshop Microsoft
 
Automating auto-scaled load balancer based on linux and vm orchestrator
Automating auto-scaled load balancer based on linux and vm orchestratorAutomating auto-scaled load balancer based on linux and vm orchestrator
Automating auto-scaled load balancer based on linux and vm orchestrator
 
HybridAzureCloud
HybridAzureCloudHybridAzureCloud
HybridAzureCloud
 
HPC in the Cloud
HPC in the CloudHPC in the Cloud
HPC in the Cloud
 
Advances in GPU Computing
Advances in GPU ComputingAdvances in GPU Computing
Advances in GPU Computing
 
Unlimited Virtual Computing Capacity using the Cloud for Automated Parameter ...
Unlimited Virtual Computing Capacity using the Cloud for Automated Parameter ...Unlimited Virtual Computing Capacity using the Cloud for Automated Parameter ...
Unlimited Virtual Computing Capacity using the Cloud for Automated Parameter ...
 
Scale-out AI Training on Massive Core System from HPC to Fabric-based SOC
Scale-out AI Training on Massive Core System from HPC to Fabric-based SOCScale-out AI Training on Massive Core System from HPC to Fabric-based SOC
Scale-out AI Training on Massive Core System from HPC to Fabric-based SOC
 
The Revolution of Deep Learning
The Revolution of Deep LearningThe Revolution of Deep Learning
The Revolution of Deep Learning
 
Distributed Multi-GPU Computing with Dask, CuPy and RAPIDS
Distributed Multi-GPU Computing with Dask, CuPy and RAPIDSDistributed Multi-GPU Computing with Dask, CuPy and RAPIDS
Distributed Multi-GPU Computing with Dask, CuPy and RAPIDS
 
Taking High Performance Computing to the Cloud: Windows HPC and
Taking High Performance Computing to the Cloud: Windows HPC and Taking High Performance Computing to the Cloud: Windows HPC and
Taking High Performance Computing to the Cloud: Windows HPC and
 
MesosCon 2018
MesosCon 2018MesosCon 2018
MesosCon 2018
 
産総研におけるプライベートクラウドへの取り組み
産総研におけるプライベートクラウドへの取り組み産総研におけるプライベートクラウドへの取り組み
産総研におけるプライベートクラウドへの取り組み
 
Ai Forum at Computex 2017 - Keynote Slides by Jensen Huang
Ai Forum at Computex 2017 - Keynote Slides by Jensen HuangAi Forum at Computex 2017 - Keynote Slides by Jensen Huang
Ai Forum at Computex 2017 - Keynote Slides by Jensen Huang
 
GPUs in Big Data - StampedeCon 2014
GPUs in Big Data - StampedeCon 2014GPUs in Big Data - StampedeCon 2014
GPUs in Big Data - StampedeCon 2014
 
Cloud Friendly Hadoop and Hive
Cloud Friendly Hadoop and HiveCloud Friendly Hadoop and Hive
Cloud Friendly Hadoop and Hive
 
Intro to the Distributed Version of TensorFlow
Intro to the Distributed Version of TensorFlowIntro to the Distributed Version of TensorFlow
Intro to the Distributed Version of TensorFlow
 
Adventures in RDS Load Testing
Adventures in RDS Load TestingAdventures in RDS Load Testing
Adventures in RDS Load Testing
 
kubectl internal / Kubernetes Internal #8
kubectl internal / Kubernetes Internal #8kubectl internal / Kubernetes Internal #8
kubectl internal / Kubernetes Internal #8
 
Getting The Most Out of VR | Sinjin Bain
Getting The Most Out of VR | Sinjin BainGetting The Most Out of VR | Sinjin Bain
Getting The Most Out of VR | Sinjin Bain
 
Distributed deep learning optimizations - AI WithTheBest
Distributed deep learning optimizations - AI WithTheBestDistributed deep learning optimizations - AI WithTheBest
Distributed deep learning optimizations - AI WithTheBest
 

Similar a High Performance Cloud Computing

Systems Bioinformatics Workshop Keynote
Systems Bioinformatics Workshop KeynoteSystems Bioinformatics Workshop Keynote
Systems Bioinformatics Workshop KeynoteDeepak Singh
 
High Performance Cloud Computing
High Performance Cloud ComputingHigh Performance Cloud Computing
High Performance Cloud ComputingAmazon Web Services
 
High Performance Cloud Computing
High Performance Cloud ComputingHigh Performance Cloud Computing
High Performance Cloud ComputingAmazon Web Services
 
Talk at West Coast Association of Shared Resource Directors
Talk at West Coast Association of Shared Resource DirectorsTalk at West Coast Association of Shared Resource Directors
Talk at West Coast Association of Shared Resource DirectorsDeepak Singh
 
Deep Dive on Delivering Amazon EC2 Instance Performance
Deep Dive on Delivering Amazon EC2 Instance PerformanceDeep Dive on Delivering Amazon EC2 Instance Performance
Deep Dive on Delivering Amazon EC2 Instance PerformanceAmazon Web Services
 
AWS Webcast - An Introduction to High Performance Computing on AWS
AWS Webcast - An Introduction to High Performance Computing on AWSAWS Webcast - An Introduction to High Performance Computing on AWS
AWS Webcast - An Introduction to High Performance Computing on AWSAmazon Web Services
 
Deep Dive on Delivering Amazon EC2 Instance Performance
Deep Dive on Delivering Amazon EC2 Instance PerformanceDeep Dive on Delivering Amazon EC2 Instance Performance
Deep Dive on Delivering Amazon EC2 Instance PerformanceAmazon Web Services
 
Choosing the Right EC2 Instance and Applicable Use Cases - AWS June 2016 Webi...
Choosing the Right EC2 Instance and Applicable Use Cases - AWS June 2016 Webi...Choosing the Right EC2 Instance and Applicable Use Cases - AWS June 2016 Webi...
Choosing the Right EC2 Instance and Applicable Use Cases - AWS June 2016 Webi...Amazon Web Services
 
SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...
SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...
SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...Amazon Web Services
 
Intro to High Performance Computing in the AWS Cloud
Intro to High Performance Computing in the AWS CloudIntro to High Performance Computing in the AWS Cloud
Intro to High Performance Computing in the AWS CloudAmazon Web Services
 
AWS reinvent 2019 recap - Riyadh - Containers and Serverless - Paul Maddox
AWS reinvent 2019 recap - Riyadh - Containers and Serverless - Paul MaddoxAWS reinvent 2019 recap - Riyadh - Containers and Serverless - Paul Maddox
AWS reinvent 2019 recap - Riyadh - Containers and Serverless - Paul MaddoxAWS Riyadh User Group
 
SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...
SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...
SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...Amazon Web Services
 
Backend.AI Technical Introduction (19.09 / 2019 Autumn)
Backend.AI Technical Introduction (19.09 / 2019 Autumn)Backend.AI Technical Introduction (19.09 / 2019 Autumn)
Backend.AI Technical Introduction (19.09 / 2019 Autumn)Lablup Inc.
 
Deep Dive on Amazon EC2 instances
Deep Dive on Amazon EC2 instancesDeep Dive on Amazon EC2 instances
Deep Dive on Amazon EC2 instancesAmazon Web Services
 
Arquitetura Hibrida - Integrando seu Data Center com a Nuvem da AWS
Arquitetura Hibrida - Integrando seu Data Center com a Nuvem da AWSArquitetura Hibrida - Integrando seu Data Center com a Nuvem da AWS
Arquitetura Hibrida - Integrando seu Data Center com a Nuvem da AWSAmazon Web Services LATAM
 
OSDC 2017 | Something Openshift Kubernetes Containers by Kristian Köhntopp
OSDC 2017 | Something Openshift Kubernetes Containers by Kristian KöhntoppOSDC 2017 | Something Openshift Kubernetes Containers by Kristian Köhntopp
OSDC 2017 | Something Openshift Kubernetes Containers by Kristian KöhntoppNETWAYS
 
Deep Dive on Delivering Amazon EC2 Instance Performance
Deep Dive on Delivering Amazon EC2 Instance PerformanceDeep Dive on Delivering Amazon EC2 Instance Performance
Deep Dive on Delivering Amazon EC2 Instance PerformanceAmazon Web Services
 
Real-world High Performance & High Throughput Computing on AWS - AWS PS Summi...
Real-world High Performance & High Throughput Computing on AWS - AWS PS Summi...Real-world High Performance & High Throughput Computing on AWS - AWS PS Summi...
Real-world High Performance & High Throughput Computing on AWS - AWS PS Summi...Amazon Web Services
 

Similar a High Performance Cloud Computing (20)

HPC on AWS
HPC on AWSHPC on AWS
HPC on AWS
 
HPC on AWS
HPC on AWSHPC on AWS
HPC on AWS
 
Systems Bioinformatics Workshop Keynote
Systems Bioinformatics Workshop KeynoteSystems Bioinformatics Workshop Keynote
Systems Bioinformatics Workshop Keynote
 
High Performance Cloud Computing
High Performance Cloud ComputingHigh Performance Cloud Computing
High Performance Cloud Computing
 
High Performance Cloud Computing
High Performance Cloud ComputingHigh Performance Cloud Computing
High Performance Cloud Computing
 
Talk at West Coast Association of Shared Resource Directors
Talk at West Coast Association of Shared Resource DirectorsTalk at West Coast Association of Shared Resource Directors
Talk at West Coast Association of Shared Resource Directors
 
Deep Dive on Delivering Amazon EC2 Instance Performance
Deep Dive on Delivering Amazon EC2 Instance PerformanceDeep Dive on Delivering Amazon EC2 Instance Performance
Deep Dive on Delivering Amazon EC2 Instance Performance
 
AWS Webcast - An Introduction to High Performance Computing on AWS
AWS Webcast - An Introduction to High Performance Computing on AWSAWS Webcast - An Introduction to High Performance Computing on AWS
AWS Webcast - An Introduction to High Performance Computing on AWS
 
Deep Dive on Delivering Amazon EC2 Instance Performance
Deep Dive on Delivering Amazon EC2 Instance PerformanceDeep Dive on Delivering Amazon EC2 Instance Performance
Deep Dive on Delivering Amazon EC2 Instance Performance
 
Choosing the Right EC2 Instance and Applicable Use Cases - AWS June 2016 Webi...
Choosing the Right EC2 Instance and Applicable Use Cases - AWS June 2016 Webi...Choosing the Right EC2 Instance and Applicable Use Cases - AWS June 2016 Webi...
Choosing the Right EC2 Instance and Applicable Use Cases - AWS June 2016 Webi...
 
SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...
SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...
SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...
 
Intro to High Performance Computing in the AWS Cloud
Intro to High Performance Computing in the AWS CloudIntro to High Performance Computing in the AWS Cloud
Intro to High Performance Computing in the AWS Cloud
 
AWS reinvent 2019 recap - Riyadh - Containers and Serverless - Paul Maddox
AWS reinvent 2019 recap - Riyadh - Containers and Serverless - Paul MaddoxAWS reinvent 2019 recap - Riyadh - Containers and Serverless - Paul Maddox
AWS reinvent 2019 recap - Riyadh - Containers and Serverless - Paul Maddox
 
SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...
SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...
SRV402 Deep Dive on Amazon EC2 Instances, Featuring Performance Optimization ...
 
Backend.AI Technical Introduction (19.09 / 2019 Autumn)
Backend.AI Technical Introduction (19.09 / 2019 Autumn)Backend.AI Technical Introduction (19.09 / 2019 Autumn)
Backend.AI Technical Introduction (19.09 / 2019 Autumn)
 
Deep Dive on Amazon EC2 instances
Deep Dive on Amazon EC2 instancesDeep Dive on Amazon EC2 instances
Deep Dive on Amazon EC2 instances
 
Arquitetura Hibrida - Integrando seu Data Center com a Nuvem da AWS
Arquitetura Hibrida - Integrando seu Data Center com a Nuvem da AWSArquitetura Hibrida - Integrando seu Data Center com a Nuvem da AWS
Arquitetura Hibrida - Integrando seu Data Center com a Nuvem da AWS
 
OSDC 2017 | Something Openshift Kubernetes Containers by Kristian Köhntopp
OSDC 2017 | Something Openshift Kubernetes Containers by Kristian KöhntoppOSDC 2017 | Something Openshift Kubernetes Containers by Kristian Köhntopp
OSDC 2017 | Something Openshift Kubernetes Containers by Kristian Köhntopp
 
Deep Dive on Delivering Amazon EC2 Instance Performance
Deep Dive on Delivering Amazon EC2 Instance PerformanceDeep Dive on Delivering Amazon EC2 Instance Performance
Deep Dive on Delivering Amazon EC2 Instance Performance
 
Real-world High Performance & High Throughput Computing on AWS - AWS PS Summi...
Real-world High Performance & High Throughput Computing on AWS - AWS PS Summi...Real-world High Performance & High Throughput Computing on AWS - AWS PS Summi...
Real-world High Performance & High Throughput Computing on AWS - AWS PS Summi...
 

Más de Deepak Singh

Intel Theater Presentation - SC11
Intel Theater Presentation - SC11Intel Theater Presentation - SC11
Intel Theater Presentation - SC11Deepak Singh
 
Platforms for Data Science - Computing on the Brink
Platforms for Data Science - Computing on the BrinkPlatforms for Data Science - Computing on the Brink
Platforms for Data Science - Computing on the BrinkDeepak Singh
 
Talk at NCRR P41 Director's Meeting
Talk at NCRR P41 Director's MeetingTalk at NCRR P41 Director's Meeting
Talk at NCRR P41 Director's MeetingDeepak Singh
 
Platforms for data science
Platforms for data sciencePlatforms for data science
Platforms for data scienceDeepak Singh
 
Discovery 2015 Workshop
Discovery 2015 WorkshopDiscovery 2015 Workshop
Discovery 2015 WorkshopDeepak Singh
 
Bio-IT World 2010 - Keynote talk
Bio-IT World 2010 - Keynote talkBio-IT World 2010 - Keynote talk
Bio-IT World 2010 - Keynote talkDeepak Singh
 
Talk at Microsoft Cloud Futures 2010
Talk at Microsoft Cloud Futures 2010Talk at Microsoft Cloud Futures 2010
Talk at Microsoft Cloud Futures 2010Deepak Singh
 
NHGRI Cloud Computing talk
NHGRI Cloud Computing talkNHGRI Cloud Computing talk
NHGRI Cloud Computing talkDeepak Singh
 
Plenary Talk at ACAT 2010
Plenary Talk at ACAT 2010Plenary Talk at ACAT 2010
Plenary Talk at ACAT 2010Deepak Singh
 
Masterworks talk on Big Data and the implications of petascale science
Masterworks talk on Big Data and the implications of petascale scienceMasterworks talk on Big Data and the implications of petascale science
Masterworks talk on Big Data and the implications of petascale scienceDeepak Singh
 
Talk given at "Cloud Computing for Systems Biology" workshop
Talk given at "Cloud Computing for Systems Biology" workshopTalk given at "Cloud Computing for Systems Biology" workshop
Talk given at "Cloud Computing for Systems Biology" workshopDeepak Singh
 
Hadoop for Bioinformatics
Hadoop for BioinformaticsHadoop for Bioinformatics
Hadoop for BioinformaticsDeepak Singh
 
Big Data & the networked future of Science (at Ignite Seattle 7)
Big Data & the networked future of Science (at Ignite Seattle 7)Big Data & the networked future of Science (at Ignite Seattle 7)
Big Data & the networked future of Science (at Ignite Seattle 7)Deepak Singh
 
Science Big, Science Connected
Science Big, Science ConnectedScience Big, Science Connected
Science Big, Science ConnectedDeepak Singh
 
Bioscreencast: Capturing the life sciences frame by frame
Bioscreencast: Capturing the life sciences frame by frameBioscreencast: Capturing the life sciences frame by frame
Bioscreencast: Capturing the life sciences frame by frameDeepak Singh
 
Nanotechnology and medicine
Nanotechnology and medicineNanotechnology and medicine
Nanotechnology and medicineDeepak Singh
 
An Open Scientific Future
An Open Scientific FutureAn Open Scientific Future
An Open Scientific FutureDeepak Singh
 

Más de Deepak Singh (19)

Intel Theater Presentation - SC11
Intel Theater Presentation - SC11Intel Theater Presentation - SC11
Intel Theater Presentation - SC11
 
Platforms for Data Science - Computing on the Brink
Platforms for Data Science - Computing on the BrinkPlatforms for Data Science - Computing on the Brink
Platforms for Data Science - Computing on the Brink
 
#arseniclife
#arseniclife#arseniclife
#arseniclife
 
Talk at NCRR P41 Director's Meeting
Talk at NCRR P41 Director's MeetingTalk at NCRR P41 Director's Meeting
Talk at NCRR P41 Director's Meeting
 
Platforms for data science
Platforms for data sciencePlatforms for data science
Platforms for data science
 
Discovery 2015 Workshop
Discovery 2015 WorkshopDiscovery 2015 Workshop
Discovery 2015 Workshop
 
Bio-IT World 2010 - Keynote talk
Bio-IT World 2010 - Keynote talkBio-IT World 2010 - Keynote talk
Bio-IT World 2010 - Keynote talk
 
Talk at Microsoft Cloud Futures 2010
Talk at Microsoft Cloud Futures 2010Talk at Microsoft Cloud Futures 2010
Talk at Microsoft Cloud Futures 2010
 
NHGRI Cloud Computing talk
NHGRI Cloud Computing talkNHGRI Cloud Computing talk
NHGRI Cloud Computing talk
 
Plenary Talk at ACAT 2010
Plenary Talk at ACAT 2010Plenary Talk at ACAT 2010
Plenary Talk at ACAT 2010
 
Masterworks talk on Big Data and the implications of petascale science
Masterworks talk on Big Data and the implications of petascale scienceMasterworks talk on Big Data and the implications of petascale science
Masterworks talk on Big Data and the implications of petascale science
 
Talk given at "Cloud Computing for Systems Biology" workshop
Talk given at "Cloud Computing for Systems Biology" workshopTalk given at "Cloud Computing for Systems Biology" workshop
Talk given at "Cloud Computing for Systems Biology" workshop
 
Hadoop for Bioinformatics
Hadoop for BioinformaticsHadoop for Bioinformatics
Hadoop for Bioinformatics
 
Big Data & the networked future of Science (at Ignite Seattle 7)
Big Data & the networked future of Science (at Ignite Seattle 7)Big Data & the networked future of Science (at Ignite Seattle 7)
Big Data & the networked future of Science (at Ignite Seattle 7)
 
Science Big, Science Connected
Science Big, Science ConnectedScience Big, Science Connected
Science Big, Science Connected
 
Bioscreencast: Capturing the life sciences frame by frame
Bioscreencast: Capturing the life sciences frame by frameBioscreencast: Capturing the life sciences frame by frame
Bioscreencast: Capturing the life sciences frame by frame
 
Searching Science
Searching ScienceSearching Science
Searching Science
 
Nanotechnology and medicine
Nanotechnology and medicineNanotechnology and medicine
Nanotechnology and medicine
 
An Open Scientific Future
An Open Scientific FutureAn Open Scientific Future
An Open Scientific Future
 

Último

ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesrafiqahmad00786416
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...apidays
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Vector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxVector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxRemote DBA Services
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native ApplicationsWSO2
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Victor Rentea
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsNanddeep Nachan
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDropbox
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...Zilliz
 
Six Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal OntologySix Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal Ontologyjohnbeverley2021
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodJuan lago vázquez
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWERMadyBayot
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 

Último (20)

ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Vector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxVector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptx
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Six Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal OntologySix Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal Ontology
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 

High Performance Cloud Computing