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https://github.com/mindreframer/machine-learning-stuff


https://github.com/mindreframer/machine-learning-stuff

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README

          

## Machine Learning

## A Library for Support Vector Machines
- http://www.csie.ntu.edu.tw/~cjlin/libsvm/

## Courses
- [A Course in Machine Learning, by Hal Daumé III](http://ciml.info/)

## Videos
- [Practical Machine Learning and Rails by Andrew Cantino and Ryan Stout](http://www.youtube.com/watch?v=vy_zQ1-F0JI)
- [Machine Learning (Part 1) - Ariel Kleiner, 02.09.2012](http://www.youtube.com/watch?v=77i31ojEFJk)
- [Machine Learning (Part 2) - Tamara Broderick](http://www.youtube.com/watch?v=4baKKLtFK04)

## Data Mining
- [Data Mining and Analysis: Fundamental Concepts and Algorithms](http://www.dcc.ufmg.br/miningalgorithms/files/pdf/dmafca.pdf), [Page](http://www.dcc.ufmg.br/livros/miningalgorithms/DokuWiki/doku.php?id=pdf)

## Case Studies
- [Naive Bayes Case Study Craigslist Apartment Hunting](http://www.uvm.edu/~ejeldrid/resources/332.pdf)
- [Sentiment Analysis in Ruby](http://srug.pl/assets/mateusz-drozdzynski-sentiment-analysis-in-ruby.pdf)

## Algorithms:
Naive Bayes
- https://www.bionicspirit.com/blog/2012/02/09/howto-build-naive-bayes-classifier.html
- http://blog.oasic.net/2012/06/naive-bayes-for-ruby.html
- http://mathish.com/2011/05/26/bayes-classifying.html

## Books:
- [Probabilistic Programming & Bayesian Methods for Hackers](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/)
- [The LIONbook on machine learning and optimization](http://www.lionsolver.com/LIONbook/), [PDF](http://www.lionsolver.com/static/lionbook.pdf)

## Statistics:
- [Bayesian statistics made (as) simple (as possible)](http://www.youtube.com/watch?v=bobeo5kFz1g)

*** GENERATED BY https://github.com/mindreframer/techwatcher (ruby _sh/pull machine-learning-stuff) ***

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