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Update K_Means_Clustering_Practice.ipynb
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K_Means_Clustering_Practice.ipynb

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"\n",
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"This algorithm is guaranteed to converge to a result. The result may be a local optimum (i.e. not necessarily the best possible outcome), meaning that assessing more than one run of the algorithm with randomized starting centroids may give a better outcome.\n",
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"\n",
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"<img src=https://upload.wikimedia.org/wikipedia/commons/e/ea/K-means_convergence.gif style=\"width: 500px;\">\n",
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"<img src=https://upload.wikimedia.org/wikipedia/commons/e/ea/K-means_convergence.gif style=\"width: 500px;\"/>\n",
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"\n",
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"## The Data\n",
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"\n",

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