SlideShare a Scribd company logo
1 of 140
Scien&fic	
  Compu&ng	
  with	
  Amazon	
  Web	
  Services
Deepak	
  Singh




ACAT	
  2010.	
  	
  Jaipur,	
  India
Via Reavel under a CC-BY-NC-ND license
life science industry
Credit: Bosco Ho
By ~Prescott under a CC-BY-NC license
data
Image: Wikipedia
Image: Matt Wood
couldn’t find a good picture for
arrays of sensors in the ocean
Image	
  via	
  image	
  editor	
  under	
  a	
  CC-­‐BY	
  License
years
weeks
days
days
mi
    nu
      tes
days        ?
gigabytes
terabytes
petabytes
petabytes
ex
         ab
            y   tes
petabytes             ?
Image: Chris Dagdigian
scale has implications
data management
data processing
data sharing
amazon web services
the cloud
has_many :definitions
infrastructure as a service
Compute                          Storage
    Amazon Elastic Compute                                   Database
                                       Amazon Simple        Amazon RDS and
         Cloud (EC2)                 Storage Service (S3)
-       Elastic Load Balancing                                 SimpleDB
                                 -      AWS Import/Export
-            Auto Scaling
Payments          On-Demand
Parallel Processing                                     Messaging
                           Content Delivery                                Amazon Flexible      Workforce
     Amazon Elastic                                   Amazon Simple
                          Amazon CloudFront                               Payments Service   Amazon Mechanical
      MapReduce                                     Queue Service (SQS)
                                                                               (FPS)               Turk




          Compute                                     Storage
    Amazon Elastic Compute                                                               Database
                                                    Amazon Simple                       Amazon RDS and
         Cloud (EC2)                              Storage Service (S3)
-        Elastic Load Balancing                                                            SimpleDB
                                              -      AWS Import/Export
-             Auto Scaling
Tools                  Isolated Networks
         Monitoring                    Management
                                                                 AWS Toolkit for Eclipse        Amazon Virtual Private
     Amazon CloudWatch            AWS Management Console
                                                                  AWS Toolkit for .NET                 Cloud



                                                                                  Payments             On-Demand
Parallel Processing                                     Messaging
                           Content Delivery                                   Amazon Flexible           Workforce
     Amazon Elastic                                   Amazon Simple
                          Amazon CloudFront                                  Payments Service       Amazon Mechanical
      MapReduce                                     Queue Service (SQS)
                                                                                  (FPS)                   Turk




          Compute                                     Storage
    Amazon Elastic Compute                                                                    Database
                                                    Amazon Simple                            Amazon RDS and
         Cloud (EC2)                              Storage Service (S3)
-        Elastic Load Balancing                                                                 SimpleDB
                                              -      AWS Import/Export
-             Auto Scaling
Your Custom Applications and Services

                                                                          Tools                  Isolated Networks
         Monitoring                    Management
                                                                 AWS Toolkit for Eclipse        Amazon Virtual Private
     Amazon CloudWatch            AWS Management Console
                                                                  AWS Toolkit for .NET                 Cloud



                                                                                  Payments             On-Demand
Parallel Processing                                     Messaging
                           Content Delivery                                   Amazon Flexible           Workforce
     Amazon Elastic                                   Amazon Simple
                          Amazon CloudFront                                  Payments Service       Amazon Mechanical
      MapReduce                                     Queue Service (SQS)
                                                                                  (FPS)                   Turk




          Compute                                     Storage
    Amazon Elastic Compute                                                                    Database
                                                    Amazon Simple                            Amazon RDS and
         Cloud (EC2)                              Storage Service (S3)
-        Elastic Load Balancing                                                                 SimpleDB
                                              -      AWS Import/Export
-             Auto Scaling
scalable
scalable
cost effective
go
                        o u
                  s y
  scalable ay    a
            P
cost effective
scalable
cost effective
   reliable
scalable
cost effective
   reliable
   secure
Amazon EC2
servers on demand
highly scalable
elastic
3000 CPU’s for one firm’s risk management application
     3444JJ'
!"#$%&'()'*+,'-./01.2%/'




                                                                    344'+567/'(.'
                                                                    8%%9%.:/'




            344'JJ'



                           I%:.%/:1='    ;<"&/:1='     A&B:1='     C10"&:1='    C".:1='      E(.:1='      ;"%/:1='
                           >?,,?,44@'   >?,3?,44@'   >?,>?,44@'   >?,H?,44@'   >?,D?,44@'   >?,F?,44@'   >?,G?,44@'
highly available systems
“Everything fails, all the time”
                   -- Werner Vogels
2.3% AFR in population of 13,250
                         3.3% AFR in population of 22,400
                         4.2% AFR in population of 246,000




Source: James Hamilton
assume sw/hw failure
design apps to be resilient
automate & bootstrap
nothing fails
elastic block store
elastic IP
SQS
US East Region



Availability     Availability
 Zone A           Zone B



Availability     Availability
 Zone C           Zone D
on-demand instances
 reserved instances
   spot instances
data storage
one size does not fit all
Amazon S3
distributed object store
durable
available
!"#$%&'()*+


T                 T




     T
scalable
fast
simple
structured data anyone?
Amazon SimpleDB
zero administration
highly available
schema less
key-value store
Amazon Relational Data Service
single API call
MySQL database
automatic backup
scale up with API call
hosted hadoop service
hadoop easy and simple
Amazon Elastic
                                    MapReduce

                                     Amazon EC2 Instances
                                                                                                     End
Deploy Application
                                    Hadoop                Hadoop     Hadoop
                         Elastic                                                         Elastic
                       MapReduce                                                       MapReduce
                                    Hadoop                Hadoop     Hadoop                        Notify
Web Console, Command
      line tools                    Input                                    output
                                   dataset                                   results



                                        Input	
  S3	
              Output	
  S3	
                   Get Results
   Input Data
                                         bucket                     bucket



                                      Amazon S3
apache hive



 http://hadoop.apache.org/hive/
apache pig



http://hadoop.apache.org/pig/
cascading



http://www.cascading.org/
computing platforms
http://cyclecomputing.com
sudo gem install cloud-crowd

     http://cyclecomputing.com
http://wiki.github.com/documentcloud/cloud-crowd
http://www.rightscale.com
Amazon Elastic
                                    MapReduce

                                     Amazon EC2 Instances
                                                                                                     End
Deploy Application
                                    Hadoop                Hadoop     Hadoop
                         Elastic                                                         Elastic
                       MapReduce                                                       MapReduce
                                    Hadoop                Hadoop     Hadoop                        Notify
Web Console, Command
      line tools                    Input                                    output
                                   dataset                                   results



                                        Input	
  S3	
              Output	
  S3	
                   Get Results
   Input Data
                                         bucket                     bucket



                                      Amazon S3
application platforms
http://heroku.com
software distribution
http://www.cloudbiolinux.com/
http://bitbucket.org/galaxy/galaxy-central/wiki/Home
data distribution
http://aws.amazon.com/publicdatasets/
problem solving
3.7 million classifications in just over three days
~15 million in less than a month
>2.6 million clicks in 100 hours
software & algorithms
Crossbow: Rapid whole genome SNP analysis


                        Preprocessed reads


                              Map: Bowtie


                   Sort: Bin and partition


                        Reduce: SoapSNP
                    Langmead B, Trapnell C, Pop M, Salzberg SL. Genome Biol 10 (3): R25.
Crossbow	
   condenses	
   over	
   1,000	
   hours	
   of	
  
resequencing	
   computa:on	
   into	
   a	
   few	
   hours	
  
without	
   requiring	
   the	
   user	
   to	
   own	
   or	
   operate	
   a	
  
computer	
  cluster
doing science
http://bioteam.net
BLAT @ U. PENN
Map 100 million, 100 base paired end reads
Quad core with 5 GB of RAM would take 16 days




30 high-memory instances; 32 hours; $195
GALAXY MAPPING
Goal: Create an astrometric catalog of a billion
stars with micro arc second precision
Gaia satellite launched 2011; observations till
2017; catalog ready 2019
Problem: Single pass through the data for image
processing would take 30 years (on one CPU)

Solution: Use AWS
Capacity                                   Capacity
Resources




                                            Resources
                                 Demand                                     Demand



                 Time                                         Time

            Static data center                   Data center in the cloud

                                    Unused resources
HEAVY-ION COLLISIONS

Problem: Quark matter physics conference
imminent but no compute resources handy

Solution: NIMBUS context broker allowed
researchers to provision 300 nodes and get the
simulations done
BELLE MONTE CARLO




Credit: Tom Fifield
AWS for the sciences
available resources
task-based resources
shared dataspaces
new software architectures
new computing platforms
http://aws.amazon.com/education
the cloud works
today
Thank	
  you!




deesingh@amazon.com	
  Twi<er:@mndoci	
  
       Presenta?on	
  ideas	
  from	
  James	
  Hamilton	
  and	
  @lessig

More Related Content

What's hot

13h00 aws 2012-fault_tolerant_applications
13h00   aws 2012-fault_tolerant_applications13h00   aws 2012-fault_tolerant_applications
13h00 aws 2012-fault_tolerant_applicationsinfolive
 
Your Future with Cloud Computing - Dr. Werner Vogels - AWS Summit 2012 Australia
Your Future with Cloud Computing - Dr. Werner Vogels - AWS Summit 2012 AustraliaYour Future with Cloud Computing - Dr. Werner Vogels - AWS Summit 2012 Australia
Your Future with Cloud Computing - Dr. Werner Vogels - AWS Summit 2012 AustraliaAmazon Web Services
 
Best Practices in Architecting for the Cloud Webinar - Jinesh Varia
Best Practices in Architecting for the Cloud Webinar - Jinesh VariaBest Practices in Architecting for the Cloud Webinar - Jinesh Varia
Best Practices in Architecting for the Cloud Webinar - Jinesh VariaAmazon Web Services
 
Cloud computing with AWS
Cloud computing with AWS Cloud computing with AWS
Cloud computing with AWS ikanow
 
Getting started in the AWS Cloud, Glen Robinson, Solutions Architect, AWS
Getting started in the AWS Cloud, Glen Robinson, Solutions Architect, AWSGetting started in the AWS Cloud, Glen Robinson, Solutions Architect, AWS
Getting started in the AWS Cloud, Glen Robinson, Solutions Architect, AWSAmazon Web Services
 
An intro to Amazon Web Services (AWS)
An intro to Amazon Web Services (AWS)An intro to Amazon Web Services (AWS)
An intro to Amazon Web Services (AWS)Andreas Chatzakis
 
AWS Use Cases
AWS Use CasesAWS Use Cases
AWS Use Casessamof76
 
Aws overview (Amazon Web Services)
Aws overview (Amazon Web Services)Aws overview (Amazon Web Services)
Aws overview (Amazon Web Services)Jatinder Randhawa
 
The Cloud as a Platform
The Cloud as a PlatformThe Cloud as a Platform
The Cloud as a Platformjineshvaria
 
AWS Cloud School - London April 2012
AWS Cloud School - London April 2012AWS Cloud School - London April 2012
AWS Cloud School - London April 2012Amazon Web Services
 
Basics AWS Presentation
Basics AWS PresentationBasics AWS Presentation
Basics AWS PresentationShyam Kumar
 
Aws platform overview
Aws platform overviewAws platform overview
Aws platform overviewVinay Yelluri
 
Scalable Media Workflows on the Cloud
Scalable Media Workflows on the Cloud Scalable Media Workflows on the Cloud
Scalable Media Workflows on the Cloud Amazon Web Services
 
Cloud Computing With AWS
Cloud Computing With AWSCloud Computing With AWS
Cloud Computing With AWSMunish Gupta
 
Aws tutorial for beginners- tibacademy.in
Aws tutorial for beginners- tibacademy.inAws tutorial for beginners- tibacademy.in
Aws tutorial for beginners- tibacademy.inTIB Academy
 
Introduction to amazon web service (clean)
Introduction to amazon web service (clean)Introduction to amazon web service (clean)
Introduction to amazon web service (clean)Yoshi Shih-Chieh Huang
 
Keynote: Your Future With Cloud Computing - Dr. Werner Vogels - AWS Summit 2...
Keynote: Your Future With Cloud Computing - Dr. Werner Vogels  - AWS Summit 2...Keynote: Your Future With Cloud Computing - Dr. Werner Vogels  - AWS Summit 2...
Keynote: Your Future With Cloud Computing - Dr. Werner Vogels - AWS Summit 2...Amazon Web Services
 

What's hot (20)

13h00 aws 2012-fault_tolerant_applications
13h00   aws 2012-fault_tolerant_applications13h00   aws 2012-fault_tolerant_applications
13h00 aws 2012-fault_tolerant_applications
 
Fault Tolerant Applications on AWS
Fault Tolerant Applications on AWSFault Tolerant Applications on AWS
Fault Tolerant Applications on AWS
 
Your Future with Cloud Computing - Dr. Werner Vogels - AWS Summit 2012 Australia
Your Future with Cloud Computing - Dr. Werner Vogels - AWS Summit 2012 AustraliaYour Future with Cloud Computing - Dr. Werner Vogels - AWS Summit 2012 Australia
Your Future with Cloud Computing - Dr. Werner Vogels - AWS Summit 2012 Australia
 
Best Practices in Architecting for the Cloud Webinar - Jinesh Varia
Best Practices in Architecting for the Cloud Webinar - Jinesh VariaBest Practices in Architecting for the Cloud Webinar - Jinesh Varia
Best Practices in Architecting for the Cloud Webinar - Jinesh Varia
 
Cloud computing with AWS
Cloud computing with AWS Cloud computing with AWS
Cloud computing with AWS
 
Getting started in the AWS Cloud, Glen Robinson, Solutions Architect, AWS
Getting started in the AWS Cloud, Glen Robinson, Solutions Architect, AWSGetting started in the AWS Cloud, Glen Robinson, Solutions Architect, AWS
Getting started in the AWS Cloud, Glen Robinson, Solutions Architect, AWS
 
An intro to Amazon Web Services (AWS)
An intro to Amazon Web Services (AWS)An intro to Amazon Web Services (AWS)
An intro to Amazon Web Services (AWS)
 
AWS Use Cases
AWS Use CasesAWS Use Cases
AWS Use Cases
 
Aws overview (Amazon Web Services)
Aws overview (Amazon Web Services)Aws overview (Amazon Web Services)
Aws overview (Amazon Web Services)
 
The Cloud as a Platform
The Cloud as a PlatformThe Cloud as a Platform
The Cloud as a Platform
 
AWS Cloud School - London April 2012
AWS Cloud School - London April 2012AWS Cloud School - London April 2012
AWS Cloud School - London April 2012
 
Basics AWS Presentation
Basics AWS PresentationBasics AWS Presentation
Basics AWS Presentation
 
Aws platform overview
Aws platform overviewAws platform overview
Aws platform overview
 
Masterclass Webinar: Amazon S3
Masterclass Webinar: Amazon S3Masterclass Webinar: Amazon S3
Masterclass Webinar: Amazon S3
 
Scalable Media Workflows on the Cloud
Scalable Media Workflows on the Cloud Scalable Media Workflows on the Cloud
Scalable Media Workflows on the Cloud
 
Cloud Computing With AWS
Cloud Computing With AWSCloud Computing With AWS
Cloud Computing With AWS
 
Amazon web service
Amazon web service Amazon web service
Amazon web service
 
Aws tutorial for beginners- tibacademy.in
Aws tutorial for beginners- tibacademy.inAws tutorial for beginners- tibacademy.in
Aws tutorial for beginners- tibacademy.in
 
Introduction to amazon web service (clean)
Introduction to amazon web service (clean)Introduction to amazon web service (clean)
Introduction to amazon web service (clean)
 
Keynote: Your Future With Cloud Computing - Dr. Werner Vogels - AWS Summit 2...
Keynote: Your Future With Cloud Computing - Dr. Werner Vogels  - AWS Summit 2...Keynote: Your Future With Cloud Computing - Dr. Werner Vogels  - AWS Summit 2...
Keynote: Your Future With Cloud Computing - Dr. Werner Vogels - AWS Summit 2...
 

Viewers also liked

Spring 2014 exit survey
Spring 2014 exit surveySpring 2014 exit survey
Spring 2014 exit surveyGail Griffith
 
From Transactions to Transformations, MD Libraries 2014
From Transactions to Transformations, MD Libraries 2014From Transactions to Transformations, MD Libraries 2014
From Transactions to Transformations, MD Libraries 2014Gail Griffith
 
Fall 2013 follow up survey
Fall 2013 follow up surveyFall 2013 follow up survey
Fall 2013 follow up surveyGail Griffith
 
Spring 2014 exit survey
Spring 2014 exit surveySpring 2014 exit survey
Spring 2014 exit surveyGail Griffith
 
T2 t online follow up summer 2014 slideshare version
T2 t online follow up summer 2014 slideshare versionT2 t online follow up summer 2014 slideshare version
T2 t online follow up summer 2014 slideshare versionGail Griffith
 
T2 t online follow up summer 2014
T2 t online follow up summer 2014T2 t online follow up summer 2014
T2 t online follow up summer 2014Gail Griffith
 
Making the Most of LATI: How to help your LAs translate what they learn into...
Making the Most of LATI:  How to help your LAs translate what they learn into...Making the Most of LATI:  How to help your LAs translate what they learn into...
Making the Most of LATI: How to help your LAs translate what they learn into...Gail Griffith
 
ACCL Focus Groups Summary
ACCL Focus Groups Summary ACCL Focus Groups Summary
ACCL Focus Groups Summary Gail Griffith
 

Viewers also liked (9)

Spring 2014 exit survey
Spring 2014 exit surveySpring 2014 exit survey
Spring 2014 exit survey
 
From Transactions to Transformations, MD Libraries 2014
From Transactions to Transformations, MD Libraries 2014From Transactions to Transformations, MD Libraries 2014
From Transactions to Transformations, MD Libraries 2014
 
Fall 2013 follow up survey
Fall 2013 follow up surveyFall 2013 follow up survey
Fall 2013 follow up survey
 
Mentoring as a part of CPD
Mentoring as a part of CPDMentoring as a part of CPD
Mentoring as a part of CPD
 
Spring 2014 exit survey
Spring 2014 exit surveySpring 2014 exit survey
Spring 2014 exit survey
 
T2 t online follow up summer 2014 slideshare version
T2 t online follow up summer 2014 slideshare versionT2 t online follow up summer 2014 slideshare version
T2 t online follow up summer 2014 slideshare version
 
T2 t online follow up summer 2014
T2 t online follow up summer 2014T2 t online follow up summer 2014
T2 t online follow up summer 2014
 
Making the Most of LATI: How to help your LAs translate what they learn into...
Making the Most of LATI:  How to help your LAs translate what they learn into...Making the Most of LATI:  How to help your LAs translate what they learn into...
Making the Most of LATI: How to help your LAs translate what they learn into...
 
ACCL Focus Groups Summary
ACCL Focus Groups Summary ACCL Focus Groups Summary
ACCL Focus Groups Summary
 

Similar to Plenary Talk at ACAT 2010

Getting Started in the AWS Cloud, Glen Robinson, Solutions Architect, AWS
Getting Started in the AWS Cloud, Glen Robinson, Solutions Architect, AWSGetting Started in the AWS Cloud, Glen Robinson, Solutions Architect, AWS
Getting Started in the AWS Cloud, Glen Robinson, Solutions Architect, AWSAmazon Web Services
 
Building Fault Tolerant Applications in the cloud - AWS Summit 2012 - NYC
Building Fault Tolerant Applications in the cloud - AWS Summit 2012 - NYC Building Fault Tolerant Applications in the cloud - AWS Summit 2012 - NYC
Building Fault Tolerant Applications in the cloud - AWS Summit 2012 - NYC Amazon Web Services
 
Unlocking the Value of your Data Featuring AWS Enterprise Use Cases
Unlocking the Value of your Data Featuring AWS Enterprise Use CasesUnlocking the Value of your Data Featuring AWS Enterprise Use Cases
Unlocking the Value of your Data Featuring AWS Enterprise Use CasesAmazon Web Services
 
AWS Summit 2011: AWS 101 Overview
AWS Summit 2011: AWS 101 OverviewAWS Summit 2011: AWS 101 Overview
AWS Summit 2011: AWS 101 OverviewAmazon Web Services
 
AWS Summit 2011 : Opening Keynote State of the Cloud Werner Vogels
AWS Summit 2011 : Opening Keynote State of the Cloud Werner VogelsAWS Summit 2011 : Opening Keynote State of the Cloud Werner Vogels
AWS Summit 2011 : Opening Keynote State of the Cloud Werner VogelsAmazon Web Services
 
AWS Architecting for the Cloud - matt tavis
AWS Architecting for the Cloud - matt tavisAWS Architecting for the Cloud - matt tavis
AWS Architecting for the Cloud - matt tavisAmazon Web Services
 
Keynote - Cloud e o Futuro com Werner Vogels, CTO da amazon
Keynote - Cloud e o Futuro com Werner Vogels, CTO da amazonKeynote - Cloud e o Futuro com Werner Vogels, CTO da amazon
Keynote - Cloud e o Futuro com Werner Vogels, CTO da amazonAmazon Web Services LATAM
 
How to Extend your Datacenter into the Cloud - 2nd Watch - Webinar
How to Extend your Datacenter into the Cloud - 2nd Watch - WebinarHow to Extend your Datacenter into the Cloud - 2nd Watch - Webinar
How to Extend your Datacenter into the Cloud - 2nd Watch - WebinarAmazon Web Services
 
Andy Jassy Keynote Sydney Customer Appreciation Day
Andy Jassy Keynote Sydney Customer Appreciation DayAndy Jassy Keynote Sydney Customer Appreciation Day
Andy Jassy Keynote Sydney Customer Appreciation DayAmazon Web Services
 
Architecting an Highly Available and Scalable WordPress Site in AWS
Architecting an Highly Available and Scalable WordPress Site in AWS Architecting an Highly Available and Scalable WordPress Site in AWS
Architecting an Highly Available and Scalable WordPress Site in AWS Harish Ganesan
 
Keynote aws summit 2012 final
Keynote aws summit 2012 finalKeynote aws summit 2012 final
Keynote aws summit 2012 finalinfolive
 
MED303 Addressing Security in Media Workflows - AWS re: Invent 2012
MED303 Addressing Security in Media Workflows - AWS re: Invent 2012MED303 Addressing Security in Media Workflows - AWS re: Invent 2012
MED303 Addressing Security in Media Workflows - AWS re: Invent 2012Amazon Web Services
 
Overview of Amazon Web Services
Overview of Amazon Web ServicesOverview of Amazon Web Services
Overview of Amazon Web ServicesHarish Ganesan
 
Best Practices for Getting Started with AWS
Best Practices for Getting Started with AWSBest Practices for Getting Started with AWS
Best Practices for Getting Started with AWSAmazon Web Services
 

Similar to Plenary Talk at ACAT 2010 (20)

Getting Started in the AWS Cloud, Glen Robinson, Solutions Architect, AWS
Getting Started in the AWS Cloud, Glen Robinson, Solutions Architect, AWSGetting Started in the AWS Cloud, Glen Robinson, Solutions Architect, AWS
Getting Started in the AWS Cloud, Glen Robinson, Solutions Architect, AWS
 
Building Fault Tolerant Applications in the cloud - AWS Summit 2012 - NYC
Building Fault Tolerant Applications in the cloud - AWS Summit 2012 - NYC Building Fault Tolerant Applications in the cloud - AWS Summit 2012 - NYC
Building Fault Tolerant Applications in the cloud - AWS Summit 2012 - NYC
 
Overview of Amazon Web Services
Overview of Amazon Web ServicesOverview of Amazon Web Services
Overview of Amazon Web Services
 
AWS Services Overview - Ryland
AWS Services Overview - RylandAWS Services Overview - Ryland
AWS Services Overview - Ryland
 
AWS GovCloud (US)
AWS GovCloud (US)AWS GovCloud (US)
AWS GovCloud (US)
 
Unlocking the Value of your Data Featuring AWS Enterprise Use Cases
Unlocking the Value of your Data Featuring AWS Enterprise Use CasesUnlocking the Value of your Data Featuring AWS Enterprise Use Cases
Unlocking the Value of your Data Featuring AWS Enterprise Use Cases
 
AWS Summit 2011: AWS 101 Overview
AWS Summit 2011: AWS 101 OverviewAWS Summit 2011: AWS 101 Overview
AWS Summit 2011: AWS 101 Overview
 
AWS Summit 2011 : Opening Keynote State of the Cloud Werner Vogels
AWS Summit 2011 : Opening Keynote State of the Cloud Werner VogelsAWS Summit 2011 : Opening Keynote State of the Cloud Werner Vogels
AWS Summit 2011 : Opening Keynote State of the Cloud Werner Vogels
 
AWS Architecting for the Cloud - matt tavis
AWS Architecting for the Cloud - matt tavisAWS Architecting for the Cloud - matt tavis
AWS Architecting for the Cloud - matt tavis
 
Keynote - Cloud e o Futuro com Werner Vogels, CTO da amazon
Keynote - Cloud e o Futuro com Werner Vogels, CTO da amazonKeynote - Cloud e o Futuro com Werner Vogels, CTO da amazon
Keynote - Cloud e o Futuro com Werner Vogels, CTO da amazon
 
Jeff barr Seattle_interactive_2011_q4
Jeff barr Seattle_interactive_2011_q4Jeff barr Seattle_interactive_2011_q4
Jeff barr Seattle_interactive_2011_q4
 
How to Extend your Datacenter into the Cloud - 2nd Watch - Webinar
How to Extend your Datacenter into the Cloud - 2nd Watch - WebinarHow to Extend your Datacenter into the Cloud - 2nd Watch - Webinar
How to Extend your Datacenter into the Cloud - 2nd Watch - Webinar
 
Andy Jassy Keynote Sydney Customer Appreciation Day
Andy Jassy Keynote Sydney Customer Appreciation DayAndy Jassy Keynote Sydney Customer Appreciation Day
Andy Jassy Keynote Sydney Customer Appreciation Day
 
Architecting an Highly Available and Scalable WordPress Site in AWS
Architecting an Highly Available and Scalable WordPress Site in AWS Architecting an Highly Available and Scalable WordPress Site in AWS
Architecting an Highly Available and Scalable WordPress Site in AWS
 
Keynote aws summit 2012 final
Keynote aws summit 2012 finalKeynote aws summit 2012 final
Keynote aws summit 2012 final
 
Amazon EC2: What is this and what can I do with it?
Amazon EC2: What is this and what can I do with it?Amazon EC2: What is this and what can I do with it?
Amazon EC2: What is this and what can I do with it?
 
The New World of IT
The New World of ITThe New World of IT
The New World of IT
 
MED303 Addressing Security in Media Workflows - AWS re: Invent 2012
MED303 Addressing Security in Media Workflows - AWS re: Invent 2012MED303 Addressing Security in Media Workflows - AWS re: Invent 2012
MED303 Addressing Security in Media Workflows - AWS re: Invent 2012
 
Overview of Amazon Web Services
Overview of Amazon Web ServicesOverview of Amazon Web Services
Overview of Amazon Web Services
 
Best Practices for Getting Started with AWS
Best Practices for Getting Started with AWSBest Practices for Getting Started with AWS
Best Practices for Getting Started with AWS
 

More from Deepak Singh

Intel Theater Presentation - SC11
Intel Theater Presentation - SC11Intel Theater Presentation - SC11
Intel Theater Presentation - SC11Deepak Singh
 
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
 
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
 
High Performance Cloud Computing
High Performance Cloud ComputingHigh Performance Cloud Computing
High Performance Cloud ComputingDeepak Singh
 
High Performance Cloud Computing
High Performance Cloud ComputingHigh Performance Cloud Computing
High Performance Cloud ComputingDeepak Singh
 
Systems Bioinformatics Workshop Keynote
Systems Bioinformatics Workshop KeynoteSystems Bioinformatics Workshop Keynote
Systems Bioinformatics Workshop KeynoteDeepak 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
 
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
 

More from Deepak Singh (17)

Intel Theater Presentation - SC11
Intel Theater Presentation - SC11Intel Theater Presentation - SC11
Intel Theater Presentation - SC11
 
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
 
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
 
High Performance Cloud Computing
High Performance Cloud ComputingHigh Performance Cloud Computing
High Performance Cloud Computing
 
#arseniclife
#arseniclife#arseniclife
#arseniclife
 
High Performance Cloud Computing
High Performance Cloud ComputingHigh Performance Cloud Computing
High Performance Cloud Computing
 
Systems Bioinformatics Workshop Keynote
Systems Bioinformatics Workshop KeynoteSystems Bioinformatics Workshop Keynote
Systems Bioinformatics Workshop Keynote
 
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
 
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
 

Recently uploaded

Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clashcharlottematthew16
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationSlibray Presentation
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piececharlottematthew16
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DayH2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DaySri Ambati
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningLars Bell
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 

Recently uploaded (20)

Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clash
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck Presentation
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piece
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DayH2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine Tuning
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 

Plenary Talk at ACAT 2010