apc

# Differences

This shows you the differences between two versions of the page.

 apc [2014/05/22 16:34] apc [2021/04/13 21:35] (current) 2014/02/20 13:38 hongxin created Line 1: Line 1: + ====== 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.