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Title: GitHub - tofti/python-kmeans: Python Implementation of k-means clustering

Open Graph Title: GitHub - tofti/python-kmeans: Python Implementation of k-means clustering

X Title: GitHub - tofti/python-kmeans: Python Implementation of k-means clustering

Description: Python Implementation of k-means clustering. Contribute to tofti/python-kmeans development by creating an account on GitHub.

Open Graph Description: Python Implementation of k-means clustering. Contribute to tofti/python-kmeans development by creating an account on GitHub.

X Description: Python Implementation of k-means clustering. Contribute to tofti/python-kmeans development by creating an account on GitHub.

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https://patch-diff.githubusercontent.com/tofti/python-kmeans#python-kmeans
k-means clusteringhttps://en.wikipedia.org/wiki/K-means_clustering
unsupervised learninghttps://en.wikipedia.org/wiki/Unsupervised_learning
Iris data sethttp://archive.ics.uci.edu/ml
https://patch-diff.githubusercontent.com/tofti/python-kmeans/blob/master/results/iris.gif
https://patch-diff.githubusercontent.com/tofti/python-kmeans#description
see the basic 2d examplehttps://patch-diff.githubusercontent.com/tofti/python-kmeans#basic-synthetic-2d-data
Resultshttps://patch-diff.githubusercontent.com/tofti/python-kmeans#results
herehttp://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.403.4030&rep=rep1&type=pdf
https://patch-diff.githubusercontent.com/tofti/python-kmeans#k-means
roulette wheel (or fitness proportionate) selectionhttps://en.wikipedia.org/wiki/Fitness_proportionate_selection
https://patch-diff.githubusercontent.com/tofti/python-kmeans#resources
https://patch-diff.githubusercontent.com/tofti/python-kmeans#basic-algorithm
Top 10 Algorithms for Data Mininghttps://atasehir.bel.tr/Content/Yuklemeler/Dokuman/Dokuman3_4.pdf
Information Theory, Inference, and Learning Algorithmshttp://www.inference.org.uk/mackay/itila/book.html
herehttp://www.inference.org.uk/mackay/itprnn/ps/284.292.pdf
herehttps://www.autonlab.org/_media/tutorials/kmeans11.pdf
Edureka examplehttps://www.edureka.co/blog/implementing-kmeans-clustering-on-the-crime-dataset/
https://patch-diff.githubusercontent.com/tofti/python-kmeans#initialization-of-clusters
K-Means++https://en.wikipedia.org/wiki/K-means%2B%2B
herehttp://ilpubs.stanford.edu:8090/778/1/2006-13.pdf
A Comparative Study of Efficient Initialization Methods for the K-Means Clustering Algorithmhttps://arxiv.org/pdf/1209.1960.pdf
https://patch-diff.githubusercontent.com/tofti/python-kmeans#why-not-use-scipy
SciPyhttps://scipy.org/
implementationhttps://docs.scipy.org/doc/scipy/reference/cluster.vq.html
https://patch-diff.githubusercontent.com/tofti/python-kmeans#running-the-code
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herehttps://matplotlib.org/users/installing.html
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https://patch-diff.githubusercontent.com/tofti/python-kmeans#iris-data-set
iris.confighttps://patch-diff.githubusercontent.com/tofti/python-kmeans/blob/master/resources/iris.config
Lichman, M. (2013). UCI Machine Learning Repository . Irvine, CA: University of California, School of Information and Computer Science.http://archive.ics.uci.edu/ml
https://github.com/tofti/python-kmeans/blob/master/results/iris0.png
https://github.com/tofti/python-kmeans/blob/master/results/iris11.png
https://patch-diff.githubusercontent.com/tofti/python-kmeans#basic-synthetic-2d-data
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https://patch-diff.githubusercontent.com/tofti/python-kmeans/blob/master/results/basic_clustering0.png
https://github.com/tofti/python-kmeans/blob/master/results/basic_clustering1.png
https://github.com/tofti/python-kmeans/blob/master/results/basic_clustering2.png
https://patch-diff.githubusercontent.com/tofti/python-kmeans#crime
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Edureka, herehttps://www.edureka.co/blog/implementing-kmeans-clustering-on-the-crime-dataset/
https://patch-diff.githubusercontent.com/tofti/python-kmeans/blob/master/results/crime_clustering0.png
https://patch-diff.githubusercontent.com/tofti/python-kmeans/blob/master/results/crime_clustering4.png
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