SlideShare una empresa de Scribd logo
1 de 44
[object Object],[object Object]
[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
Stored JavaScript
Geo-spatial Indexing
Replication
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
Distributed performance benefits
Dedicated databases for calculations  ,[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object]
MongoDB on a small VM Took 1.7 seconds
Compared to say  PHP   33 seconds and timed out
More training data == exponentially faster than PHP
[object Object],[object Object]

Más contenido relacionado

La actualidad más candente

An Introduction to Apache Hadoop, Mahout and HBase
An Introduction to Apache Hadoop, Mahout and HBaseAn Introduction to Apache Hadoop, Mahout and HBase
An Introduction to Apache Hadoop, Mahout and HBase
Lukas Vlcek
 
The Intersection of Robotics, Search and AI with Solr, MyRobotLab, and Deep L...
The Intersection of Robotics, Search and AI with Solr, MyRobotLab, and Deep L...The Intersection of Robotics, Search and AI with Solr, MyRobotLab, and Deep L...
The Intersection of Robotics, Search and AI with Solr, MyRobotLab, and Deep L...
Lucidworks
 
Data Science With Python | Python For Data Science | Python Data Science Cour...
Data Science With Python | Python For Data Science | Python Data Science Cour...Data Science With Python | Python For Data Science | Python Data Science Cour...
Data Science With Python | Python For Data Science | Python Data Science Cour...
Simplilearn
 

La actualidad más candente (20)

What’s New in the Berkeley Data Analytics Stack
What’s New in the Berkeley Data Analytics StackWhat’s New in the Berkeley Data Analytics Stack
What’s New in the Berkeley Data Analytics Stack
 
Seattle Scalability Mahout
Seattle Scalability MahoutSeattle Scalability Mahout
Seattle Scalability Mahout
 
Searching and Querying Knowledge Graphs with Solr/SIREn - A Reference Archite...
Searching and Querying Knowledge Graphs with Solr/SIREn - A Reference Archite...Searching and Querying Knowledge Graphs with Solr/SIREn - A Reference Archite...
Searching and Querying Knowledge Graphs with Solr/SIREn - A Reference Archite...
 
Hadoop with Python
Hadoop with PythonHadoop with Python
Hadoop with Python
 
Data science and Hadoop
Data science and HadoopData science and Hadoop
Data science and Hadoop
 
Orchestrating the Intelligent Web with Apache Mahout
Orchestrating the Intelligent Web with Apache MahoutOrchestrating the Intelligent Web with Apache Mahout
Orchestrating the Intelligent Web with Apache Mahout
 
Cascalog
CascalogCascalog
Cascalog
 
Solr 6.0 Graph Query Overview
Solr 6.0 Graph Query OverviewSolr 6.0 Graph Query Overview
Solr 6.0 Graph Query Overview
 
Hadoop for Data Science
Hadoop for Data ScienceHadoop for Data Science
Hadoop for Data Science
 
EDHREC @ Data Science MD
EDHREC @ Data Science MDEDHREC @ Data Science MD
EDHREC @ Data Science MD
 
Extending Solr: Building a Cloud-like Knowledge Discovery Platform
Extending Solr: Building a Cloud-like Knowledge Discovery PlatformExtending Solr: Building a Cloud-like Knowledge Discovery Platform
Extending Solr: Building a Cloud-like Knowledge Discovery Platform
 
Jean-François Puget, Distinguished Engineer, Machine Learning and Optimizatio...
Jean-François Puget, Distinguished Engineer, Machine Learning and Optimizatio...Jean-François Puget, Distinguished Engineer, Machine Learning and Optimizatio...
Jean-François Puget, Distinguished Engineer, Machine Learning and Optimizatio...
 
Python in big data world
Python in big data worldPython in big data world
Python in big data world
 
An Introduction to Apache Hadoop, Mahout and HBase
An Introduction to Apache Hadoop, Mahout and HBaseAn Introduction to Apache Hadoop, Mahout and HBase
An Introduction to Apache Hadoop, Mahout and HBase
 
Graphs, Graphs everywhere - Lucene powered relation exploration
Graphs, Graphs everywhere - Lucene powered relation explorationGraphs, Graphs everywhere - Lucene powered relation exploration
Graphs, Graphs everywhere - Lucene powered relation exploration
 
Solr Graph Query: Presented by Kevin Watters, KMW Technology
Solr Graph Query: Presented by Kevin Watters, KMW TechnologySolr Graph Query: Presented by Kevin Watters, KMW Technology
Solr Graph Query: Presented by Kevin Watters, KMW Technology
 
The Intersection of Robotics, Search and AI with Solr, MyRobotLab, and Deep L...
The Intersection of Robotics, Search and AI with Solr, MyRobotLab, and Deep L...The Intersection of Robotics, Search and AI with Solr, MyRobotLab, and Deep L...
The Intersection of Robotics, Search and AI with Solr, MyRobotLab, and Deep L...
 
Fishing Graphs in a Hadoop Data Lake by Jörg Schad and Max Neunhoeffer at Big...
Fishing Graphs in a Hadoop Data Lake by Jörg Schad and Max Neunhoeffer at Big...Fishing Graphs in a Hadoop Data Lake by Jörg Schad and Max Neunhoeffer at Big...
Fishing Graphs in a Hadoop Data Lake by Jörg Schad and Max Neunhoeffer at Big...
 
SDEC2011 Mahout - the what, the how and the why
SDEC2011 Mahout - the what, the how and the whySDEC2011 Mahout - the what, the how and the why
SDEC2011 Mahout - the what, the how and the why
 
Data Science With Python | Python For Data Science | Python Data Science Cour...
Data Science With Python | Python For Data Science | Python Data Science Cour...Data Science With Python | Python For Data Science | Python Data Science Cour...
Data Science With Python | Python For Data Science | Python Data Science Cour...
 

Similar a MongoDB & Machine Learning

scale_perf_best_practices
scale_perf_best_practicesscale_perf_best_practices
scale_perf_best_practices
webuploader
 

Similar a MongoDB & Machine Learning (20)

Data oriented design and c++
Data oriented design and c++Data oriented design and c++
Data oriented design and c++
 
Big Data - JAX2011 (Pavlo Baron)
Big Data - JAX2011 (Pavlo Baron)Big Data - JAX2011 (Pavlo Baron)
Big Data - JAX2011 (Pavlo Baron)
 
Exploring .NET memory management - JetBrains webinar
Exploring .NET memory management - JetBrains webinarExploring .NET memory management - JetBrains webinar
Exploring .NET memory management - JetBrains webinar
 
Improving The Performance of Your Web App
Improving The Performance of Your Web AppImproving The Performance of Your Web App
Improving The Performance of Your Web App
 
The Holistic Programmer
The Holistic ProgrammerThe Holistic Programmer
The Holistic Programmer
 
JetBrains Day Seoul - Exploring .NET’s memory management – a trip down memory...
JetBrains Day Seoul - Exploring .NET’s memory management – a trip down memory...JetBrains Day Seoul - Exploring .NET’s memory management – a trip down memory...
JetBrains Day Seoul - Exploring .NET’s memory management – a trip down memory...
 
Cloud Computing Bootcamp On The Google App Engine [v1.1]
Cloud Computing Bootcamp On The Google App Engine [v1.1]Cloud Computing Bootcamp On The Google App Engine [v1.1]
Cloud Computing Bootcamp On The Google App Engine [v1.1]
 
Puppet for SysAdmins
Puppet for SysAdminsPuppet for SysAdmins
Puppet for SysAdmins
 
How Adobe Does 2 Million Records Per Second Using Apache Spark!
How Adobe Does 2 Million Records Per Second Using Apache Spark!How Adobe Does 2 Million Records Per Second Using Apache Spark!
How Adobe Does 2 Million Records Per Second Using Apache Spark!
 
The Art of Evolutionary Algorithms Programming
The Art of Evolutionary Algorithms ProgrammingThe Art of Evolutionary Algorithms Programming
The Art of Evolutionary Algorithms Programming
 
Data Applications and Infrastructure at LinkedIn__HadoopSummit2010
Data Applications and Infrastructure at LinkedIn__HadoopSummit2010Data Applications and Infrastructure at LinkedIn__HadoopSummit2010
Data Applications and Infrastructure at LinkedIn__HadoopSummit2010
 
Big data and AI presentation slides
Big data and AI presentation slidesBig data and AI presentation slides
Big data and AI presentation slides
 
The computer science behind a modern disributed data store
The computer science behind a modern disributed data storeThe computer science behind a modern disributed data store
The computer science behind a modern disributed data store
 
The Computer Science Behind a modern Distributed Database
The Computer Science Behind a modern Distributed DatabaseThe Computer Science Behind a modern Distributed Database
The Computer Science Behind a modern Distributed Database
 
Apache Con 2008 Top 10 Mistakes
Apache Con 2008 Top 10 MistakesApache Con 2008 Top 10 Mistakes
Apache Con 2008 Top 10 Mistakes
 
scale_perf_best_practices
scale_perf_best_practicesscale_perf_best_practices
scale_perf_best_practices
 
Tips And Tricks For Bioinformatics Software Engineering
Tips And Tricks For Bioinformatics Software EngineeringTips And Tricks For Bioinformatics Software Engineering
Tips And Tricks For Bioinformatics Software Engineering
 
OSDC 2018 | The Computer science behind a modern distributed data store by Ma...
OSDC 2018 | The Computer science behind a modern distributed data store by Ma...OSDC 2018 | The Computer science behind a modern distributed data store by Ma...
OSDC 2018 | The Computer science behind a modern distributed data store by Ma...
 
.NET Fest 2018. Maarten Balliauw. Let’s refresh our memory! Memory management...
.NET Fest 2018. Maarten Balliauw. Let’s refresh our memory! Memory management....NET Fest 2018. Maarten Balliauw. Let’s refresh our memory! Memory management...
.NET Fest 2018. Maarten Balliauw. Let’s refresh our memory! Memory management...
 
Top 10 Scalability Mistakes
Top 10 Scalability MistakesTop 10 Scalability Mistakes
Top 10 Scalability Mistakes
 

Último

Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
Joaquim Jorge
 

Último (20)

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...
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdf
 
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
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
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
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
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
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
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
 
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
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 

MongoDB & Machine Learning