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Orchestrating the Intelligent Web with Apache Mahout

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aneeshabakharia

Presentation on Apache Mahout at Linux Conference Australia 2011

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Orchestrating the Intelligent Web with Apache Mahout Presented by Aneesha Bakharia Twitter: aneesha Email: aneesha.bakharia@gmail.com
What is Apache Mahout? ,[object Object],[object Object],[object Object],[object Object]
What’s in a Name? ,[object Object]
What is Apache Mahout? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A New Breed of Developer ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object]
[object Object]
Where people swear in the United States? http://flowingdata.com/2011/01/25/where-people-swear-in-the-united-states/
Algorithms is Apache Mahout ,[object Object],[object Object],[object Object],[object Object]
Algorithms is Apache Mahout ,[object Object],[object Object]
Requirements ,[object Object],[object Object],[object Object]
Running Mahout ,[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]
Running Mahout ,[object Object]
Running Mahout ,[object Object],[object Object],[object Object]
Clustering ,[object Object],[object Object],[object Object]
Clustering ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Vectors ,[object Object]
Range of Vectorization Tools ,[object Object],[object Object],[object Object],[object Object]
kmeans Example ,[object Object],[object Object],[object Object],[object Object],[object Object]
Easy enough, but ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Recommender Engines ,[object Object],[object Object],[object Object]
Recomendation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Frequent Pattern Mining ,[object Object],[object Object],[object Object]
Classification ,[object Object],[object Object],[object Object],[object Object]
Classification ,[object Object],[object Object],[object Object]
Latent Dirichlet Allocation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Latent Dirichlet Allocation ,[object Object],[object Object],[object Object],[object Object],Term-Document Matrix Specify No Themes (k) Topic to Word Mapping X Tweet to Topic Mapping Word 1 Word 2 Word n Doc 1 1 0 2 Doc 2 0 1 0 Doc 3 0 1 1 Word 1 Word 2 Word n Topic 1 0.5 0 1 Topic 2 0 0.5 0 Topic 1 Topic 2 Doc 1 1 0 Doc 2 0 1 Doc 3 0 1
Latent Dirichlet Allocation ,[object Object],[object Object]
Suggesting Twitter Lists ,[object Object],[object Object],[object Object]
Suggesting Twitter Lists ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Suggesting Twitter Lists ,[object Object],[object Object],[object Object],[object Object],[object Object]
Gently Getting into Machine Learning and Data Mining ,[object Object],[object Object]
Summary ,[object Object],[object Object],[object Object]
Fascinating Algorithms ,[object Object],[object Object]
Fascinating Algorithms ,[object Object]
Fascinating Algorithms ,[object Object]
Disturbing Algorithms ,[object Object]
Disturbing Algorithms ,[object Object]
Disturbing Algorithms ,[object Object],Image from Shrek Copyright Dreamworks
Discussion/Questions ,[object Object]

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Orchestrating the Intelligent Web with Apache Mahout

  • 1. Orchestrating the Intelligent Web with Apache Mahout Presented by Aneesha Bakharia Twitter: aneesha Email: aneesha.bakharia@gmail.com
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