easy_install digipy & mlboost
DESCRIPTION
Slides of my flash presentation about digipy demo, a cool demo for Montreal Python 6 to do real time digits recognition using Machine LearningTRANSCRIPT
Review Montreal-Python 6easy install digipy
digipy new UIdigipy tools
DemoQuestions?
easy install digipy & easy install mlboost(Machine Learning empowered by Python)
Francis Pierauthttp://fraka6.blogspot.com/
http://bitbucket.org/fraka6/digipy/[email protected]
July 6, 2009
Francis Pieraut http://fraka6.blogspot.com/ http://bitbucket.org/fraka6/digipy/ [email protected] install digipy & easy install mlboost (Machine Learning empowered by Python)
Review Montreal-Python 6easy install digipy
digipy new UIdigipy tools
DemoQuestions?
Machine Learning empowered by Python Review
I Machine Learning 101 ⇒ Features ExtractionI FE/Visualization/Demo/...⇒ Python (mlboost)I Hand writing digit recognition demo⇒ digipy
Francis Pieraut http://fraka6.blogspot.com/ http://bitbucket.org/fraka6/digipy/ [email protected] install digipy & easy install mlboost (Machine Learning empowered by Python)
Review Montreal-Python 6easy install digipy
digipy new UIdigipy tools
DemoQuestions?
easy install digipy 4 steps
I pushing package to pypi is easy:python setup.py sdist upload (The Python Package Index)
I code on mercurial host: http://bitbucket.org/fraka6/digipy/
Francis Pieraut http://fraka6.blogspot.com/ http://bitbucket.org/fraka6/digipy/ [email protected] install digipy & easy install mlboost (Machine Learning empowered by Python)
Review Montreal-Python 6easy install digipy
digipy new UIdigipy tools
DemoQuestions?
digipy or digipy –test -e opt
I mlboost.nn(numpy) = 10X slower flayers(C++)Francis Pieraut http://fraka6.blogspot.com/ http://bitbucket.org/fraka6/digipy/ [email protected] install digipy & easy install mlboost (Machine Learning empowered by Python)
Review Montreal-Python 6easy install digipy
digipy new UIdigipy tools
DemoQuestions?
digipy-train -f digits.csv
Francis Pieraut http://fraka6.blogspot.com/ http://bitbucket.org/fraka6/digipy/ [email protected] install digipy & easy install mlboost (Machine Learning empowered by Python)
Review Montreal-Python 6easy install digipy
digipy new UIdigipy tools
DemoQuestions?
digipy-features2D -C 0,8 -f fe-digits-opt.csv
Francis Pieraut http://fraka6.blogspot.com/ http://bitbucket.org/fraka6/digipy/ [email protected] install digipy & easy install mlboost (Machine Learning empowered by Python)
Review Montreal-Python 6easy install digipy
digipy new UIdigipy tools
DemoQuestions?
Noise Robustnesss: Raw Pixels vs Extracted Features
I Do we really need preprocessing?
Francis Pieraut http://fraka6.blogspot.com/ http://bitbucket.org/fraka6/digipy/ [email protected] install digipy & easy install mlboost (Machine Learning empowered by Python)
Review Montreal-Python 6easy install digipy
digipy new UIdigipy tools
DemoQuestions?
Fast Demo
I 64 raw pixel + noise
I 11 Features + noise
Francis Pieraut http://fraka6.blogspot.com/ http://bitbucket.org/fraka6/digipy/ [email protected] install digipy & easy install mlboost (Machine Learning empowered by Python)
Review Montreal-Python 6easy install digipy
digipy new UIdigipy tools
DemoQuestions?
Any questions?...A special thanks to Yannick Gingras, Pierre-Alexandre Fournier,Jeremy Barnes and Carolineeasy install digipyhttp://fraka6.blogspot.com/http://bitbucket.org/fraka6/digipy/http://bitbucket.org/fraka6/mlboost/http://bitbucket.org/fraka6/flayers/icml2009 was great! http://www.cs.mcgill.ca/ icml2009..Thanks,Francis Pieraut - alias [email protected]
Francis Pieraut http://fraka6.blogspot.com/ http://bitbucket.org/fraka6/digipy/ [email protected] install digipy & easy install mlboost (Machine Learning empowered by Python)