Pragmatic Programming Techniques
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Sunday, February 19, 2012
Characteristics of Machine Learning Model
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I was motivated to write this blog from a discussion on the Machine Learning Connection group For classification and regression problem, t...
5 comments:
Saturday, January 14, 2012
Machine Learning: Ensemble Methods
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Ensemble Method is a popular approach in Machine Learning based on the idea of combining multiple models. For example, by mixing different ...
1 comment:
Thursday, September 1, 2011
Recommendation Engine
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In a classical model of recommendation system, there are "users" and "items". User has associated metadata (or content...
2 comments:
Sunday, August 28, 2011
Scale Independently in the Cloud
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Deploying a large scale system nowadays is quite different from before when data center is the only choice. A traditional deployment exerci...
1 comment:
Saturday, July 9, 2011
Fraud Detection Methods
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Online electronic fraud has become increasingly problematic to many companies offering services on the web. Here I am trying to generalize ...
2 comments:
Thursday, April 21, 2011
K-Means Clustering in Map Reduce
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Unsupervised machine learning has broad application in many e-commerce sites and one common usage is to find clusters of consumers with comm...
10 comments:
Saturday, March 19, 2011
Compare Machine Learning models with ROC Curve
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ROC Curve is a common method to compare performance between different models. It can also be used to pick trade-off decisions between ...
3 comments:
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