SlideShare a Scribd company logo
1 of 13
Hadoop World 2009 New York Oct 2, 2009 Sequence Alignment and Hadoop . Booz Allen Hamilton Inc. 134 National Business Parkway Annapolis Junction, MD 20701 Tel (301) 543-4665 [email_address] Paul Brown Associate
The Impact of Hadoop ,[object Object],[object Object],[object Object],[object Object]
Biological Information Paul Brown 9/21/09 Need to verify all these.
Biology + Computer Science = Bioinformatics http://bioinformatics.ubc.ca/about/what_is_bioinformatics A Y N A R N A N R N Y A Y N N R N A A N R N
Bioinformatics: The Pain ,[object Object],[object Object],[object Object],[object Object],Why Hadoop: ,[object Object],[object Object]
So What? Querying a database of sequences for similar sequences ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
So What? Comparing sequences in bulk ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Reconstructed Sequence
What if the dataset of sequences doesn't fit on one machine? ,[object Object],[object Object],Sequence: A B C D Pair: AB AC AD BC BD CD Input data Pre Joined Data MapReduce MapReduce Pre Join Data Alignment  Results Alignment Algorithm 1 Alignment Algorithm 2 Alignment Algorithm N
So What? Analyzing really big sequences ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Demonstration Implementation: Smith-Waterman Alignment ,[object Object],[object Object],[object Object],[object Object]
Smith-Waterman Algorithm   -  A  Y  N  A  N  A  N  A   -  0  0  0  0  0  0  0  0  0   A  0  2  1  0  2  1  2  1  2   N  0  1  1  3  2  4  3  4  3   A  0  2  1  2  5  4  6  5  6   N  0  1  1  3  4  7  6  8  7   A  0  2  1  2  5  6  9  8  10   N  0  1  1  3  4  7  8  11  10   R  0  0  0  2  3  6  7  10  10   A  0  2  1  1  4  5  8  9  12
Hadoop and EC2 Implementation ,[object Object],[object Object],[object Object],[object Object]
Ready for What’s Next…. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

More Related Content

What's hot

VFB 2013 - HP Labs - Horizon Scanning - Technology Trends
VFB 2013 - HP Labs - Horizon Scanning - Technology TrendsVFB 2013 - HP Labs - Horizon Scanning - Technology Trends
VFB 2013 - HP Labs - Horizon Scanning - Technology TrendsScience City Bristol
 
The internet of things, do we need all that data?
The internet of things, do we need all that data?The internet of things, do we need all that data?
The internet of things, do we need all that data?Christian Verstraete
 
Big Data Day LA 2016/ Big Data Track - Twitter Heron @ Scale - Karthik Ramasa...
Big Data Day LA 2016/ Big Data Track - Twitter Heron @ Scale - Karthik Ramasa...Big Data Day LA 2016/ Big Data Track - Twitter Heron @ Scale - Karthik Ramasa...
Big Data Day LA 2016/ Big Data Track - Twitter Heron @ Scale - Karthik Ramasa...Data Con LA
 
High Performance Predictive Analytics in R and Hadoop
High Performance Predictive Analytics in R and HadoopHigh Performance Predictive Analytics in R and Hadoop
High Performance Predictive Analytics in R and HadoopRevolution Analytics
 
Distributed computing abstractions_data_science_6_june_2016_ver_0.4
Distributed computing abstractions_data_science_6_june_2016_ver_0.4Distributed computing abstractions_data_science_6_june_2016_ver_0.4
Distributed computing abstractions_data_science_6_june_2016_ver_0.4Vijay Srinivas Agneeswaran, Ph.D
 
Giraph++: From "Think Like a Vertex" to "Think Like a Graph"
Giraph++: From "Think Like a Vertex" to "Think Like a Graph"Giraph++: From "Think Like a Vertex" to "Think Like a Graph"
Giraph++: From "Think Like a Vertex" to "Think Like a Graph"Yuanyuan Tian
 
High Performance Predictive Analytics in R and Hadoop
High Performance Predictive Analytics in R and HadoopHigh Performance Predictive Analytics in R and Hadoop
High Performance Predictive Analytics in R and HadoopRevolution Analytics
 
Democratizing Machine Learning: Perspective from a scikit-learn Creator
Democratizing Machine Learning: Perspective from a scikit-learn CreatorDemocratizing Machine Learning: Perspective from a scikit-learn Creator
Democratizing Machine Learning: Perspective from a scikit-learn CreatorDatabricks
 
The Future of Data Science
The Future of Data ScienceThe Future of Data Science
The Future of Data ScienceDataWorks Summit
 
What Are Science Clouds?
What Are Science Clouds?What Are Science Clouds?
What Are Science Clouds?Robert Grossman
 
The Open Science Data Cloud: Empowering the Long Tail of Science
The Open Science Data Cloud: Empowering the Long Tail of ScienceThe Open Science Data Cloud: Empowering the Long Tail of Science
The Open Science Data Cloud: Empowering the Long Tail of ScienceRobert Grossman
 
Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)
Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)
Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)Robert Grossman
 
Clouds, Grids and Data
Clouds, Grids and DataClouds, Grids and Data
Clouds, Grids and DataGuy Coates
 
Big Data, The Community and The Commons (May 12, 2014)
Big Data, The Community and The Commons (May 12, 2014)Big Data, The Community and The Commons (May 12, 2014)
Big Data, The Community and The Commons (May 12, 2014)Robert Grossman
 
The Business Economics and Opportunity of Open Source Data Science
The Business Economics and Opportunity of Open Source Data ScienceThe Business Economics and Opportunity of Open Source Data Science
The Business Economics and Opportunity of Open Source Data ScienceRevolution Analytics
 
Architectures for Data Commons (XLDB 15 Lightning Talk)
Architectures for Data Commons (XLDB 15 Lightning Talk)Architectures for Data Commons (XLDB 15 Lightning Talk)
Architectures for Data Commons (XLDB 15 Lightning Talk)Robert Grossman
 
High Performance Predictive Analytics in R and Hadoop
High Performance Predictive Analytics in R and HadoopHigh Performance Predictive Analytics in R and Hadoop
High Performance Predictive Analytics in R and HadoopDataWorks Summit
 

What's hot (20)

VFB 2013 - HP Labs - Horizon Scanning - Technology Trends
VFB 2013 - HP Labs - Horizon Scanning - Technology TrendsVFB 2013 - HP Labs - Horizon Scanning - Technology Trends
VFB 2013 - HP Labs - Horizon Scanning - Technology Trends
 
Open problems big_data_19_feb_2015_ver_0.1
Open problems big_data_19_feb_2015_ver_0.1Open problems big_data_19_feb_2015_ver_0.1
Open problems big_data_19_feb_2015_ver_0.1
 
The internet of things, do we need all that data?
The internet of things, do we need all that data?The internet of things, do we need all that data?
The internet of things, do we need all that data?
 
Big Data Day LA 2016/ Big Data Track - Twitter Heron @ Scale - Karthik Ramasa...
Big Data Day LA 2016/ Big Data Track - Twitter Heron @ Scale - Karthik Ramasa...Big Data Day LA 2016/ Big Data Track - Twitter Heron @ Scale - Karthik Ramasa...
Big Data Day LA 2016/ Big Data Track - Twitter Heron @ Scale - Karthik Ramasa...
 
High Performance Predictive Analytics in R and Hadoop
High Performance Predictive Analytics in R and HadoopHigh Performance Predictive Analytics in R and Hadoop
High Performance Predictive Analytics in R and Hadoop
 
Distributed computing abstractions_data_science_6_june_2016_ver_0.4
Distributed computing abstractions_data_science_6_june_2016_ver_0.4Distributed computing abstractions_data_science_6_june_2016_ver_0.4
Distributed computing abstractions_data_science_6_june_2016_ver_0.4
 
Giraph++: From "Think Like a Vertex" to "Think Like a Graph"
Giraph++: From "Think Like a Vertex" to "Think Like a Graph"Giraph++: From "Think Like a Vertex" to "Think Like a Graph"
Giraph++: From "Think Like a Vertex" to "Think Like a Graph"
 
High Performance Predictive Analytics in R and Hadoop
High Performance Predictive Analytics in R and HadoopHigh Performance Predictive Analytics in R and Hadoop
High Performance Predictive Analytics in R and Hadoop
 
Big Data Analysis Starts with R
Big Data Analysis Starts with RBig Data Analysis Starts with R
Big Data Analysis Starts with R
 
Democratizing Machine Learning: Perspective from a scikit-learn Creator
Democratizing Machine Learning: Perspective from a scikit-learn CreatorDemocratizing Machine Learning: Perspective from a scikit-learn Creator
Democratizing Machine Learning: Perspective from a scikit-learn Creator
 
The Future of Data Science
The Future of Data ScienceThe Future of Data Science
The Future of Data Science
 
What Are Science Clouds?
What Are Science Clouds?What Are Science Clouds?
What Are Science Clouds?
 
R and Data Science
R and Data ScienceR and Data Science
R and Data Science
 
The Open Science Data Cloud: Empowering the Long Tail of Science
The Open Science Data Cloud: Empowering the Long Tail of ScienceThe Open Science Data Cloud: Empowering the Long Tail of Science
The Open Science Data Cloud: Empowering the Long Tail of Science
 
Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)
Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)
Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)
 
Clouds, Grids and Data
Clouds, Grids and DataClouds, Grids and Data
Clouds, Grids and Data
 
Big Data, The Community and The Commons (May 12, 2014)
Big Data, The Community and The Commons (May 12, 2014)Big Data, The Community and The Commons (May 12, 2014)
Big Data, The Community and The Commons (May 12, 2014)
 
The Business Economics and Opportunity of Open Source Data Science
The Business Economics and Opportunity of Open Source Data ScienceThe Business Economics and Opportunity of Open Source Data Science
The Business Economics and Opportunity of Open Source Data Science
 
Architectures for Data Commons (XLDB 15 Lightning Talk)
Architectures for Data Commons (XLDB 15 Lightning Talk)Architectures for Data Commons (XLDB 15 Lightning Talk)
Architectures for Data Commons (XLDB 15 Lightning Talk)
 
High Performance Predictive Analytics in R and Hadoop
High Performance Predictive Analytics in R and HadoopHigh Performance Predictive Analytics in R and Hadoop
High Performance Predictive Analytics in R and Hadoop
 

Similar to Hw09 Protein Alignment

Pervasive DataRush
Pervasive DataRushPervasive DataRush
Pervasive DataRushtempledf
 
From Relational Database Management to Big Data: Solutions for Data Migration...
From Relational Database Management to Big Data: Solutions for Data Migration...From Relational Database Management to Big Data: Solutions for Data Migration...
From Relational Database Management to Big Data: Solutions for Data Migration...Cognizant
 
Oct 2011 CHADNUG Presentation on Hadoop
Oct 2011 CHADNUG Presentation on HadoopOct 2011 CHADNUG Presentation on Hadoop
Oct 2011 CHADNUG Presentation on HadoopJosh Patterson
 
Lecture 5 - Big Data and Hadoop Intro.ppt
Lecture 5 - Big Data and Hadoop Intro.pptLecture 5 - Big Data and Hadoop Intro.ppt
Lecture 5 - Big Data and Hadoop Intro.pptalmaraniabwmalk
 
Big Data Basic Concepts | Presented in 2014
Big Data Basic Concepts  | Presented in 2014Big Data Basic Concepts  | Presented in 2014
Big Data Basic Concepts | Presented in 2014Kenneth Igiri
 
Big data: Descoberta de conhecimento em ambientes de big data e computação na...
Big data: Descoberta de conhecimento em ambientes de big data e computação na...Big data: Descoberta de conhecimento em ambientes de big data e computação na...
Big data: Descoberta de conhecimento em ambientes de big data e computação na...Rio Info
 
Dataintensive
DataintensiveDataintensive
Dataintensivesulfath
 
Paralyzing Bioinformatics Applications Using Conducive Hadoop Cluster
Paralyzing Bioinformatics Applications Using Conducive Hadoop ClusterParalyzing Bioinformatics Applications Using Conducive Hadoop Cluster
Paralyzing Bioinformatics Applications Using Conducive Hadoop ClusterIOSR Journals
 
Lesson 1 introduction to_big_data_and_hadoop.pptx
Lesson 1 introduction to_big_data_and_hadoop.pptxLesson 1 introduction to_big_data_and_hadoop.pptx
Lesson 1 introduction to_big_data_and_hadoop.pptxPankajkumar496281
 
Introduction to Apache Hadoop
Introduction to Apache HadoopIntroduction to Apache Hadoop
Introduction to Apache HadoopChristopher Pezza
 
Building a Big Data platform with the Hadoop ecosystem
Building a Big Data platform with the Hadoop ecosystemBuilding a Big Data platform with the Hadoop ecosystem
Building a Big Data platform with the Hadoop ecosystemGregg Barrett
 
Machine Learning and Hadoop
Machine Learning and HadoopMachine Learning and Hadoop
Machine Learning and HadoopJosh Patterson
 
Cloud and Bid data Dr.VK.pdf
Cloud and Bid data Dr.VK.pdfCloud and Bid data Dr.VK.pdf
Cloud and Bid data Dr.VK.pdfkalai75
 
Analyzing Big data in R and Scala using Apache Spark 17-7-19
Analyzing Big data in R and Scala using Apache Spark  17-7-19Analyzing Big data in R and Scala using Apache Spark  17-7-19
Analyzing Big data in R and Scala using Apache Spark 17-7-19Ahmed Elsayed
 
1.demystifying big data & hadoop
1.demystifying big data & hadoop1.demystifying big data & hadoop
1.demystifying big data & hadoopdatabloginfo
 

Similar to Hw09 Protein Alignment (20)

Pervasive DataRush
Pervasive DataRushPervasive DataRush
Pervasive DataRush
 
From Relational Database Management to Big Data: Solutions for Data Migration...
From Relational Database Management to Big Data: Solutions for Data Migration...From Relational Database Management to Big Data: Solutions for Data Migration...
From Relational Database Management to Big Data: Solutions for Data Migration...
 
Oct 2011 CHADNUG Presentation on Hadoop
Oct 2011 CHADNUG Presentation on HadoopOct 2011 CHADNUG Presentation on Hadoop
Oct 2011 CHADNUG Presentation on Hadoop
 
Lecture 5 - Big Data and Hadoop Intro.ppt
Lecture 5 - Big Data and Hadoop Intro.pptLecture 5 - Big Data and Hadoop Intro.ppt
Lecture 5 - Big Data and Hadoop Intro.ppt
 
Big Data Basic Concepts | Presented in 2014
Big Data Basic Concepts  | Presented in 2014Big Data Basic Concepts  | Presented in 2014
Big Data Basic Concepts | Presented in 2014
 
Big data: Descoberta de conhecimento em ambientes de big data e computação na...
Big data: Descoberta de conhecimento em ambientes de big data e computação na...Big data: Descoberta de conhecimento em ambientes de big data e computação na...
Big data: Descoberta de conhecimento em ambientes de big data e computação na...
 
Dataintensive
DataintensiveDataintensive
Dataintensive
 
Paralyzing Bioinformatics Applications Using Conducive Hadoop Cluster
Paralyzing Bioinformatics Applications Using Conducive Hadoop ClusterParalyzing Bioinformatics Applications Using Conducive Hadoop Cluster
Paralyzing Bioinformatics Applications Using Conducive Hadoop Cluster
 
Lesson 1 introduction to_big_data_and_hadoop.pptx
Lesson 1 introduction to_big_data_and_hadoop.pptxLesson 1 introduction to_big_data_and_hadoop.pptx
Lesson 1 introduction to_big_data_and_hadoop.pptx
 
Introduction to Apache Hadoop
Introduction to Apache HadoopIntroduction to Apache Hadoop
Introduction to Apache Hadoop
 
Building a Big Data platform with the Hadoop ecosystem
Building a Big Data platform with the Hadoop ecosystemBuilding a Big Data platform with the Hadoop ecosystem
Building a Big Data platform with the Hadoop ecosystem
 
Hadoop
HadoopHadoop
Hadoop
 
Machine Learning and Hadoop
Machine Learning and HadoopMachine Learning and Hadoop
Machine Learning and Hadoop
 
Cloud and Bid data Dr.VK.pdf
Cloud and Bid data Dr.VK.pdfCloud and Bid data Dr.VK.pdf
Cloud and Bid data Dr.VK.pdf
 
Big Data & Data Mining
Big Data & Data MiningBig Data & Data Mining
Big Data & Data Mining
 
Big data and hadoop
Big data and hadoopBig data and hadoop
Big data and hadoop
 
Big Data and OSS at IBM
Big Data and OSS at IBMBig Data and OSS at IBM
Big Data and OSS at IBM
 
BIG DATA
BIG DATABIG DATA
BIG DATA
 
Analyzing Big data in R and Scala using Apache Spark 17-7-19
Analyzing Big data in R and Scala using Apache Spark  17-7-19Analyzing Big data in R and Scala using Apache Spark  17-7-19
Analyzing Big data in R and Scala using Apache Spark 17-7-19
 
1.demystifying big data & hadoop
1.demystifying big data & hadoop1.demystifying big data & hadoop
1.demystifying big data & hadoop
 

More from Cloudera, Inc.

Partner Briefing_January 25 (FINAL).pptx
Partner Briefing_January 25 (FINAL).pptxPartner Briefing_January 25 (FINAL).pptx
Partner Briefing_January 25 (FINAL).pptxCloudera, Inc.
 
Cloudera Data Impact Awards 2021 - Finalists
Cloudera Data Impact Awards 2021 - Finalists Cloudera Data Impact Awards 2021 - Finalists
Cloudera Data Impact Awards 2021 - Finalists Cloudera, Inc.
 
2020 Cloudera Data Impact Awards Finalists
2020 Cloudera Data Impact Awards Finalists2020 Cloudera Data Impact Awards Finalists
2020 Cloudera Data Impact Awards FinalistsCloudera, Inc.
 
Edc event vienna presentation 1 oct 2019
Edc event vienna presentation 1 oct 2019Edc event vienna presentation 1 oct 2019
Edc event vienna presentation 1 oct 2019Cloudera, Inc.
 
Machine Learning with Limited Labeled Data 4/3/19
Machine Learning with Limited Labeled Data 4/3/19Machine Learning with Limited Labeled Data 4/3/19
Machine Learning with Limited Labeled Data 4/3/19Cloudera, Inc.
 
Data Driven With the Cloudera Modern Data Warehouse 3.19.19
Data Driven With the Cloudera Modern Data Warehouse 3.19.19Data Driven With the Cloudera Modern Data Warehouse 3.19.19
Data Driven With the Cloudera Modern Data Warehouse 3.19.19Cloudera, Inc.
 
Introducing Cloudera DataFlow (CDF) 2.13.19
Introducing Cloudera DataFlow (CDF) 2.13.19Introducing Cloudera DataFlow (CDF) 2.13.19
Introducing Cloudera DataFlow (CDF) 2.13.19Cloudera, Inc.
 
Introducing Cloudera Data Science Workbench for HDP 2.12.19
Introducing Cloudera Data Science Workbench for HDP 2.12.19Introducing Cloudera Data Science Workbench for HDP 2.12.19
Introducing Cloudera Data Science Workbench for HDP 2.12.19Cloudera, Inc.
 
Shortening the Sales Cycle with a Modern Data Warehouse 1.30.19
Shortening the Sales Cycle with a Modern Data Warehouse 1.30.19Shortening the Sales Cycle with a Modern Data Warehouse 1.30.19
Shortening the Sales Cycle with a Modern Data Warehouse 1.30.19Cloudera, Inc.
 
Leveraging the cloud for analytics and machine learning 1.29.19
Leveraging the cloud for analytics and machine learning 1.29.19Leveraging the cloud for analytics and machine learning 1.29.19
Leveraging the cloud for analytics and machine learning 1.29.19Cloudera, Inc.
 
Modernizing the Legacy Data Warehouse – What, Why, and How 1.23.19
Modernizing the Legacy Data Warehouse – What, Why, and How 1.23.19Modernizing the Legacy Data Warehouse – What, Why, and How 1.23.19
Modernizing the Legacy Data Warehouse – What, Why, and How 1.23.19Cloudera, Inc.
 
Leveraging the Cloud for Big Data Analytics 12.11.18
Leveraging the Cloud for Big Data Analytics 12.11.18Leveraging the Cloud for Big Data Analytics 12.11.18
Leveraging the Cloud for Big Data Analytics 12.11.18Cloudera, Inc.
 
Modern Data Warehouse Fundamentals Part 3
Modern Data Warehouse Fundamentals Part 3Modern Data Warehouse Fundamentals Part 3
Modern Data Warehouse Fundamentals Part 3Cloudera, Inc.
 
Modern Data Warehouse Fundamentals Part 2
Modern Data Warehouse Fundamentals Part 2Modern Data Warehouse Fundamentals Part 2
Modern Data Warehouse Fundamentals Part 2Cloudera, Inc.
 
Modern Data Warehouse Fundamentals Part 1
Modern Data Warehouse Fundamentals Part 1Modern Data Warehouse Fundamentals Part 1
Modern Data Warehouse Fundamentals Part 1Cloudera, Inc.
 
Extending Cloudera SDX beyond the Platform
Extending Cloudera SDX beyond the PlatformExtending Cloudera SDX beyond the Platform
Extending Cloudera SDX beyond the PlatformCloudera, Inc.
 
Federated Learning: ML with Privacy on the Edge 11.15.18
Federated Learning: ML with Privacy on the Edge 11.15.18Federated Learning: ML with Privacy on the Edge 11.15.18
Federated Learning: ML with Privacy on the Edge 11.15.18Cloudera, Inc.
 
Analyst Webinar: Doing a 180 on Customer 360
Analyst Webinar: Doing a 180 on Customer 360Analyst Webinar: Doing a 180 on Customer 360
Analyst Webinar: Doing a 180 on Customer 360Cloudera, Inc.
 
Build a modern platform for anti-money laundering 9.19.18
Build a modern platform for anti-money laundering 9.19.18Build a modern platform for anti-money laundering 9.19.18
Build a modern platform for anti-money laundering 9.19.18Cloudera, Inc.
 
Introducing the data science sandbox as a service 8.30.18
Introducing the data science sandbox as a service 8.30.18Introducing the data science sandbox as a service 8.30.18
Introducing the data science sandbox as a service 8.30.18Cloudera, Inc.
 

More from Cloudera, Inc. (20)

Partner Briefing_January 25 (FINAL).pptx
Partner Briefing_January 25 (FINAL).pptxPartner Briefing_January 25 (FINAL).pptx
Partner Briefing_January 25 (FINAL).pptx
 
Cloudera Data Impact Awards 2021 - Finalists
Cloudera Data Impact Awards 2021 - Finalists Cloudera Data Impact Awards 2021 - Finalists
Cloudera Data Impact Awards 2021 - Finalists
 
2020 Cloudera Data Impact Awards Finalists
2020 Cloudera Data Impact Awards Finalists2020 Cloudera Data Impact Awards Finalists
2020 Cloudera Data Impact Awards Finalists
 
Edc event vienna presentation 1 oct 2019
Edc event vienna presentation 1 oct 2019Edc event vienna presentation 1 oct 2019
Edc event vienna presentation 1 oct 2019
 
Machine Learning with Limited Labeled Data 4/3/19
Machine Learning with Limited Labeled Data 4/3/19Machine Learning with Limited Labeled Data 4/3/19
Machine Learning with Limited Labeled Data 4/3/19
 
Data Driven With the Cloudera Modern Data Warehouse 3.19.19
Data Driven With the Cloudera Modern Data Warehouse 3.19.19Data Driven With the Cloudera Modern Data Warehouse 3.19.19
Data Driven With the Cloudera Modern Data Warehouse 3.19.19
 
Introducing Cloudera DataFlow (CDF) 2.13.19
Introducing Cloudera DataFlow (CDF) 2.13.19Introducing Cloudera DataFlow (CDF) 2.13.19
Introducing Cloudera DataFlow (CDF) 2.13.19
 
Introducing Cloudera Data Science Workbench for HDP 2.12.19
Introducing Cloudera Data Science Workbench for HDP 2.12.19Introducing Cloudera Data Science Workbench for HDP 2.12.19
Introducing Cloudera Data Science Workbench for HDP 2.12.19
 
Shortening the Sales Cycle with a Modern Data Warehouse 1.30.19
Shortening the Sales Cycle with a Modern Data Warehouse 1.30.19Shortening the Sales Cycle with a Modern Data Warehouse 1.30.19
Shortening the Sales Cycle with a Modern Data Warehouse 1.30.19
 
Leveraging the cloud for analytics and machine learning 1.29.19
Leveraging the cloud for analytics and machine learning 1.29.19Leveraging the cloud for analytics and machine learning 1.29.19
Leveraging the cloud for analytics and machine learning 1.29.19
 
Modernizing the Legacy Data Warehouse – What, Why, and How 1.23.19
Modernizing the Legacy Data Warehouse – What, Why, and How 1.23.19Modernizing the Legacy Data Warehouse – What, Why, and How 1.23.19
Modernizing the Legacy Data Warehouse – What, Why, and How 1.23.19
 
Leveraging the Cloud for Big Data Analytics 12.11.18
Leveraging the Cloud for Big Data Analytics 12.11.18Leveraging the Cloud for Big Data Analytics 12.11.18
Leveraging the Cloud for Big Data Analytics 12.11.18
 
Modern Data Warehouse Fundamentals Part 3
Modern Data Warehouse Fundamentals Part 3Modern Data Warehouse Fundamentals Part 3
Modern Data Warehouse Fundamentals Part 3
 
Modern Data Warehouse Fundamentals Part 2
Modern Data Warehouse Fundamentals Part 2Modern Data Warehouse Fundamentals Part 2
Modern Data Warehouse Fundamentals Part 2
 
Modern Data Warehouse Fundamentals Part 1
Modern Data Warehouse Fundamentals Part 1Modern Data Warehouse Fundamentals Part 1
Modern Data Warehouse Fundamentals Part 1
 
Extending Cloudera SDX beyond the Platform
Extending Cloudera SDX beyond the PlatformExtending Cloudera SDX beyond the Platform
Extending Cloudera SDX beyond the Platform
 
Federated Learning: ML with Privacy on the Edge 11.15.18
Federated Learning: ML with Privacy on the Edge 11.15.18Federated Learning: ML with Privacy on the Edge 11.15.18
Federated Learning: ML with Privacy on the Edge 11.15.18
 
Analyst Webinar: Doing a 180 on Customer 360
Analyst Webinar: Doing a 180 on Customer 360Analyst Webinar: Doing a 180 on Customer 360
Analyst Webinar: Doing a 180 on Customer 360
 
Build a modern platform for anti-money laundering 9.19.18
Build a modern platform for anti-money laundering 9.19.18Build a modern platform for anti-money laundering 9.19.18
Build a modern platform for anti-money laundering 9.19.18
 
Introducing the data science sandbox as a service 8.30.18
Introducing the data science sandbox as a service 8.30.18Introducing the data science sandbox as a service 8.30.18
Introducing the data science sandbox as a service 8.30.18
 

Recently uploaded

Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobeapidays
 
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
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024The Digital Insurer
 
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
 
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
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 
Ransomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfRansomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfOverkill Security
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
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
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDropbox
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
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
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
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
 

Recently uploaded (20)

Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
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...
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024
 
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
 
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
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
Ransomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfRansomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdf
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
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
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
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
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
+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...
 
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
 

Hw09 Protein Alignment

  • 1. Hadoop World 2009 New York Oct 2, 2009 Sequence Alignment and Hadoop . Booz Allen Hamilton Inc. 134 National Business Parkway Annapolis Junction, MD 20701 Tel (301) 543-4665 [email_address] Paul Brown Associate
  • 2.
  • 3. Biological Information Paul Brown 9/21/09 Need to verify all these.
  • 4. Biology + Computer Science = Bioinformatics http://bioinformatics.ubc.ca/about/what_is_bioinformatics A Y N A R N A N R N Y A Y N N R N A A N R N
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11. Smith-Waterman Algorithm - A Y N A N A N A - 0 0 0 0 0 0 0 0 0 A 0 2 1 0 2 1 2 1 2 N 0 1 1 3 2 4 3 4 3 A 0 2 1 2 5 4 6 5 6 N 0 1 1 3 4 7 6 8 7 A 0 2 1 2 5 6 9 8 10 N 0 1 1 3 4 7 8 11 10 R 0 0 0 2 3 6 7 10 10 A 0 2 1 1 4 5 8 9 12
  • 12.
  • 13.