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Creating data compatible with MNIST digit dataset from raw images

I'm new to ML and have a small project, where I have a million or so images containing handwritten texts in some uncommon languages. I'd like to experiment using the code that been written to process...

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Are there any design principals for creating descriptor vectors?

I am thinking about creating a new descriptor vector using some rather irregular biological data for classification via SVM. For example one property I want to measure may occur from zero to may times....

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Binons and perceptra - a new neural net?

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New data set for analysis and visualization: the BFF project on campaign...

submitted by DevFRus [link][1 comment]

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What to do with many super sparse features, in a classification problem?

I am facing a classification problem. There might be 50K observations and 1M factor (only in 0 or 1)features, while those features are all sparse, with little 1 and many 0 (the proportion of 1 is...

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Ask ML: Next step after Andrews Ng's course

I recently finished Andrew Ng's course on machine learning offered at cousera. Im blown away with the applications of ML and I want to learn more. What should my next step be in continuing to learn...

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What is the simplest to implement (from scratch) yet reasonably effective...

submitted by sanity [link][45 comments]

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Is this a reasonable approach to handling nominal attributes in a decision...

A while back I needed a decision tree learning implementation in Java and wasn't satisfied with any of the options out there, so I decided to roll my own, you can find the result here. My goals were to...

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Machine Learning: Under the hood. Blog post explains the principles of...

submitted by jamesjoyceroseroyce [link][9 comments]

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Data Visualization tools (in Java preferably) for capturing Dynamic Clustering.

I was looking for a Data Visualization tool, preferably in Java, that can capture Dynamically growing clusters for streaming data. In addition, can i superimpose that visualization over some kind of...

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How to factor in tf-idf with Naive Bayes?

From my understanding of naive bayes (multinomial edition), it has to deal with the count of the word for each class and the total count of all words in the class for the following part of the formula,...

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Is there a ml environment (like RapidMiner) that supports bi-normal separation?

Bi-normal seperation (http://jmlr.org/papers/volume3/forman03a/forman03a.pdf) seems to be a nice feature selection method and I would like to try it on my data set to see if it actually works. Does...

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image processing toolkit and training data suggestions

Hey all, I am interested in writing my own skeleton tracker for kinnect data, but I don't want to reinvent too many wheels. I want to do this because in my experience openni is only good when directly...

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Researcher Proposes Using Machine Learning to Improve Network Defense

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Using Less Data -- Loss Proportional Subsampling

submitted by rrenaud [link][1 comment]

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Matrix Calculus for Machine Learning

In the last two weeks I studied Matrix Calculus, i.e. the set of rules and methods for differentiating functions involving vectors and matrices. It wasn't easy to make sense of the various methods. Not...

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fastcluster: Fast Hierarchical, Agglomerative Clustering Routines for R and...

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Videos of all the talks of ICML 2013 are now available

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Q: What is Evolutionary Computation Good For? A: A versatile form of...

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[Question] Best resources for feature selection when classifying text using...

Hey /r/machinelearning--I don't see too many [question] posts here, so I hope I'm not in the wrong sub. If so, please point me to a better option.Currently I am using SciKit Learn to classify text...

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