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csv /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^import csv$/;" namespace line:1
sys /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^import sys$/;" namespace line:2
numpy /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^import numpy$/;" namespace line:3
math /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^import math$/;" namespace line:4
genfromtxt /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^from numpy import genfromtxt$/;" namespace line:5
inv /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^from numpy.linalg import inv$/;" namespace line:6
random /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^import random$/;" namespace line:7
randint /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^from random import randint$/;" namespace line:8
PrintEnabled /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^PrintEnabled = 0$/;" variable line:15
X /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^X = genfromtxt(sys.argv[1], delimiter=',')$/;" variable line:17
NbIterations /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^NbIterations = 10$/;" variable line:20
NbClusters /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^NbClusters = 5$/;" variable line:23
PrintEnabled /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^ PrintEnabled = 1$/;" variable line:25
NbClusters /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^ NbClusters = int(sys.argv[2])$/;" variable line:26
N /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^N = X.shape[0]$/;" variable line:29
d /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^d = X.shape[1]$/;" variable line:31
Ci /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^Ci = numpy.zeros(shape=(N,1))$/;" variable line:38
Centroids /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^Centroids = numpy.zeros(shape=(NbClusters,d))$/;" variable line:41
XminAndMax /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^XminAndMax = numpy.zeros(shape=(2,d))$/;" variable line:46
Ni /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^Ni = []$/;" variable line:50
indexOverNbClusters /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^indexOverNbClusters = 0$/;" variable line:55
C /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^C = 1$/;" variable line:65
GetNextCentroid /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^def GetNextCentroid(C):$/;" function line:66
indexOverNbClusters /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^indexOverNbClusters = 1$/;" variable line:85
ZeroTheArray /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^def ZeroTheArray(arr):$/;" function line:95
InitAnArrayOfSize /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^def InitAnArrayOfSize(size):$/;" function line:99
WriteToFile /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^def WriteToFile(nameOfTheFile_Prefix, nameOfTheFile_extension, OutputMatrix):$/;" function line:106
WriteArrayToFile /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^def WriteArrayToFile(nameOfTheFile_Prefix, nameOfTheFile_extension, OutputArray):$/;" function line:113
UpdateEachCi /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^def UpdateEachCi():$/;" function line:123
UpdateEachCentroids /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^def UpdateEachCentroids():$/;" function line:155
printOnlyOnce /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^printOnlyOnce = 0$/;" variable line:168
UpdateEachPhiAndPi /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^def UpdateEachPhiAndPi():$/;" function line:169
UpdateEachMuAndSigma /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^def UpdateEachMuAndSigma(indexOverNbIterations):$/;" function line:252
InitSigmaToIdentityMatrix /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^def InitSigmaToIdentityMatrix():$/;" function line:313
indexOverNbIterations /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^indexOverNbIterations = 0$/;" variable line:356
Phi /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^Phi = numpy.zeros(shape=(N, NbClusters))$/;" variable line:373
Pi /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^Pi = numpy.zeros(shape=(1,NbClusters))$/;" variable line:378
indexOverNbClusters /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^indexOverNbClusters = 0$/;" variable line:380
MatrixOfSigmas /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^MatrixOfSigmas = numpy.zeros(shape=(d*NbClusters, d))$/;" variable line:388
Centroids_EM_GMM /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^Centroids_EM_GMM = Centroids$/;" variable line:392
indexOverNbIterations /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/Project 3/hw3_clustering.py /^indexOverNbIterations = 0$/;" variable line:395
Machine Learning Online Course from **Columbia University** /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/README.md /^## Machine Learning Online Course from **Columbia University**$/;" function line:1
Linear Regression (Project 1) /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/README.md /^## Linear Regression (Project 1)$/;" function line:5
Bayes Classifier (Project 2) /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/README.md /^## Bayes Classifier (Project 2)$/;" function line:9
K-Means & Gaussian Mixture Models (Project 3) /Users/guiwake/Documents/Programmation/Edx/Columbia-University/Machine-Learning/README.md /^## K-Means & Gaussian Mixture Models (Project 3)$/;" function line:13