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apc [2014/05/22 08:34] (current)
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 +====== Algorithm Python Competition ======
 +Please accomplish **5** of following competition work in python. And please hand out before 2011-08-01.
 +
 +===== About Python =====
 +[[http://​www.python.org/​|Python]] is a powerful but easy-to-use script language for daily software development. In this course, we mainly use it as a standard tool to learn mathematical skills. Several useful links are listed as following for your reference:
 +  * An active Chinese python forum: [[http://​wiki.woodpecker.org.cn/​moin/​|http://​wiki.woodpecker.org.cn]]. You can find a  [[http://​wiki.woodpecker.org.cn/​moin/​March_Liu/​PyTutorial|Chinese tutorial book]] in this website.
 +  * [[http://​www.sthurlow.com/​python/​|A Beginner'​s Python Tutorial]] in English
 +  * [[http://​docs.python.org/​tutorial/​|The Python (V2.7) Tutorial]]
 +  * [[http://​folk.uio.no/​henninri/​pca_module/​|PCA Module for Python]]
 +  * [[http://​gnuplot-py.sourceforge.net/​|gnuplot]]
 +  * [[http://​numpy.scipy.org/​|NumPy]] is the fundamental package needed for scientific computing with Python.
 +  * [[http://​www.mindview.net/​Books/​TIPython|Think in python]]
 +  * [[http://​www-users.cs.york.ac.uk/​jc/​teaching/​agm/​|Algorithms for Graphical Models]]
 +  * [[http://​conference.scipy.org/​scipy2010/​|SciPy 2010]]
 +
 +===== Competition 1 =====
 +Polynomial function fitting on noisy data, please include regularity term.
 +
 +===== Competition 2 =====
 +Design a framework so as can be used for solve MLE and MAP problem on Binomial (and multi-nomial) Distribution.
 +
 +===== Competition 3 =====
 +K-means on n-dimensional data
 +
 +===== Competition 4 =====
 +EM method of MOG on n-dimensional data.
 +
 +===== Competition 5 =====
 +ISO-map on n-dimensional data.
 +
 +===== Competition 6 =====
 +AdaBoost applied on 2-dimensional data.
 +
 +===== Competition 7 =====
 +
 +Digits "​3"​ recognition based on PCA.
 +
 +===== Competition 8 =====
 +Viterbi Algorithm.
 +
 +===== Competition 9 =====
 +2D SVM classifier.
 +
 +===== Competition 10 =====
 +Poisson image editing.
  
apc.txt · Last modified: 2014/05/22 08:34 (external edit)