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How can MDL be explained to provide an intuitive understanding of the principle ? What can be its application other than decision tree pruning ? submitted by neeratyoy [link][3 comments]

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Expected error of PCA?

On and off for the past few months I have been looking at trying to find a way to get at the expected L2 error when you project a dataset on to a single line. More specifically, I would like to figure...

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SciPy Image Analysis

Hey All,New here. And new to ML. And amateur in python...Looking for some more information on image analysis using Python. I came across a paper that is in the vein of what I am researching, but it...

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Using dynamic topic models to understand musical influence from the 1930s to...

submitted by urish [link][comment]

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Incanter (or statistical work in Clojure in general) resources? (X-post...

Does anyone have any great go-to resources for statistical analysis in Clojure? I mention "in general" alongside Incanter to include material on the other possible problems in numeric work like huge...

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Nonprofit Fellowship to Solve the World's Toughest Problems w/Data Science...

submitted by BayesImpactTeam [link][7 comments]

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Reinforcement Learning for Obstacle Avoidance

http://www.cs.utexas.edu/~dana/MLClass/hw7/hw7.htmlHow would you implement the module in the above link regarding obstacle avoidance? submitted by poonwumpa [link][3 comments]

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Data Science for Social Good

submitted by turnersr [link][comment]

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I have developed an indicator for the stock market and would like help...

http://imgur.com/EB1u55CSome of the output is above for 5 stocks chosen randomly. The top half of each pages shows the indicator for the last year charted against the 60D return in that equity from...

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Why are extremely randomized trees more efficient than standard Random Forests?

Ok so I have learned recently about decision trees, and some of the developments to adress overfitting of such technique. It is not suprising that by combining different decision trees (Random Forest),...

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A breakthrough in Machine Translation: A paper on using Neural Network Joint...

submitted by boxstabber [link][26 comments]

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Are giants like Facebook, Google and Baidu making machine learning a big data...

I'm seeing a trend in papers coming from companies with big resources. They're showing results on benchmark datasets by training with additional outside data. Here are a couple...

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Is my new job a step forward or backwards?

Hi there. I'm not sure if this is the right place for this question, but I can't think of anywhere else where people might know the answer.Right out of my math masters, I got a job at a start-up where...

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What is the difference between SVD and matrix factorization in context of...

submitted by rrenaud [link][comment]

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Markov Chains – Explained

submitted by Tech-Effigy [link][29 comments]

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Spark?

Does anyone here have experience using Spark? I went to the Spark Summit in SF this week, and my takeaway is that Spark is almost certainly going to be huge because so many practical computations (both...

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Hal Daume's ACL 2014 picks...

submitted by rrenaud [link][comment]

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Python theano dot product too slow

I've been working on a neural network for a while now. I'm currently held up by a bottleneck from dot product computations I think. There's 5000 time steps for 4 different layers of sizes 3, 3600, 900,...

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R - TM package - Issue with arabic - diff between Mac OS X and Windows OS

ON MACBOOK PRO with RSTUDIO{r} versionInfo() 1.R version 3.1.0 (2014-04-10) 2.Platform: x86_64-apple-darwin10.8.0 (64-bit) 3.Packages : tm_0.6 NLP_0.1-3 ON WINDOWS 8.1 with RSTUDIO{r} versionInfo() 1.R...

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Clustering with Dirichlet Process Mixture Model in Java

submitted by datumbox [link][4 comments]

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