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Machine Learning Techniques You Can Use Today

Avatar for Starr Horne Starr Horne
August 03, 2014
Programming
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Machine Learning Techniques You Can Use Today

A broad and shallow introduction to machine learning. Given at Burlington Ruby 2014

Avatar for Starr Horne

Starr Horne

August 03, 2014
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Transcript

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  7. @StarrHorne honeybadger.io Moving Average

  8. @StarrHorne honeybadger.io LOESS

  9. @StarrHorne honeybadger.io LOESS

  10. @StarrHorne honeybadger.io What else are the scientists hiding?

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  19. @StarrHorne honeybadger.io You must ask: What is a cluster?

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  23. @StarrHorne honeybadger.io The people must have recommendations

  24. @StarrHorne honeybadger.io Use LSI!

  25. @StarrHorne honeybadger.io Similar Items With LSI & PCA

  26. @StarrHorne honeybadger.io Source: http://www2.denizyuret.com/ref/berry/berry95using.pdf

  27. @StarrHorne honeybadger.io Matrixify it Source: http://www2.denizyuret.com/ref/berry/berry95using.pdf

  28. @StarrHorne honeybadger.io source: www.igvita.com

  29. @StarrHorne honeybadger.io Source: http://www2.denizyuret.com/ref/berry/berry95using.pdf

  30. @StarrHorne honeybadger.io I’m impressed. Can you something about the trolls

    now?

  31. @StarrHorne honeybadger.io Sentiment Analysis With Naive Bayesian classifiers

  32. @StarrHorne honeybadger.io “This book made my eyes bleed. Should be

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  33. @StarrHorne honeybadger.io “An amazing story of forbidden love. Best book

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  34. @StarrHorne honeybadger.io { best: { pos: 1, neg: 0 },

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  35. @StarrHorne honeybadger.io “I will love this book forever. It’s the

    bloody best.” Pos: 59% > Neg: 38%

  36. @StarrHorne honeybadger.io We need to let the nerds know when

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  37. @StarrHorne honeybadger.io A Game of Market Segmentation

  38. @StarrHorne honeybadger.io

  39. @StarrHorne honeybadger.io source: www.igvita.com

  40. @StarrHorne honeybadger.io

  41. @StarrHorne honeybadger.io Build me OCR from scratch. (AND MAKE ME

    PANCAKES)

  42. @StarrHorne honeybadger.io BEWARE THE CURSE!

  43. @StarrHorne honeybadger.io source: http://blogs.sas.com/content/iml/2012/03/23/the-curse-of-dimensionality/

  44. @StarrHorne honeybadger.io Text Recognition With Support Vector Machines

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  47. @StarrHorne honeybadger.io

  48. @StarrHorne honeybadger.io Source: http://www.codeproject.com/Articles/106583/Handwriting-Recognition-Revisited-Kernel-Support-V

  49. @StarrHorne honeybadger.io To Summarize...

  50. @StarrHorne honeybadger.io Smoothing Clustering houses Image & audio downsampling Compression

    Market segment modeling Spam detection Personal Recommendations Similar Items Full text search Handwriting Recognition

  51. @StarrHorne honeybadger.io Want to learn more? ! stats202.com ! tinyurl.com/stanfordmachinelearning

    ! igvita.com (Ilya Grigorik’s blog)

  52. @StarrHorne honeybadger.io Upcoming book by Matt Kirk http://signup.thoughtfulml.com/ (or pre-order

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  53. @StarrHorne honeybadger.io honeybadger.io/blog @StarrHorne