├── .gitignore ├── README.md ├── bias-variance-learning-curves.ipynb ├── coursera-ml.png ├── mlclass-ex1 ├── ex1.pdf └── mlclass-ex1 │ ├── README │ ├── computeCost.py │ ├── contour3d_demo.py │ ├── ex1.py │ ├── ex1_multi.py │ ├── ex1data1.txt │ ├── ex1data2.txt │ ├── featureNormalize.py │ ├── gradientDescent.py │ ├── gradientDescentMulti.py │ ├── normalEqn.py │ ├── plotData.py │ ├── surfaceplotexample.py │ └── warmUpExercise.py ├── mlclass-ex2-004 ├── ex2.pdf └── mlclass-ex2 │ ├── README │ ├── costFunction.py │ ├── costFunctionReg.py │ ├── ex2.py │ ├── ex2_reg.py │ ├── ex2data1.txt │ ├── ex2data2.txt │ ├── mapFeature.py │ ├── plotData.py │ ├── plotDecisionBoundary.py │ ├── predict.py │ └── sigmoid.py ├── mlclass-ex3-004 ├── ex3.pdf └── mlclass-ex3 │ ├── displayData.py │ ├── ex3.py │ ├── ex3_nn.py │ ├── lrCostFunction.py │ ├── octave-workspace │ ├── oneVsAll.py │ ├── predict.py │ ├── predictOneVsAll.py │ └── sigmoid.py ├── mlclass-ex4-004 ├── ex4.pdf └── mlclass-ex4 │ ├── checkNNGradients.py │ ├── computeNumericalGradient.py │ ├── debugInitializeWeights.py │ ├── displayData.py │ ├── ex4.py │ ├── nnCostFunction.py │ ├── poorly-trained NN hidden layer (python).png │ ├── predict.py │ ├── randInitializeWeights.py │ ├── sigmoid.py │ ├── sigmoidGradient.py │ ├── well-trained NN hidden layer (matlab:octave).png │ └── well-trained NN hidden layer (python).png ├── mlclass-ex5-004 ├── ex5.pdf └── mlclass-ex5 │ ├── ex5.py │ ├── featureNormalize.py │ ├── learningCurve.py │ ├── linearRegCostFunction.py │ ├── octave-workspace │ ├── plotFit.py │ ├── polyFeatures.py │ ├── trainLinearReg.py │ └── validationCurve.py ├── mlclass-ex6-004 ├── ex6.pdf └── mlclass-ex6 │ ├── dataset3Params.py │ ├── emailFeatures.py │ ├── emailSample1.txt │ ├── emailSample2.txt │ ├── ex6.py │ ├── ex6_spam.py │ ├── gaussianKernel.py │ ├── gaussianKernelGramMatrix.py │ ├── getVocabList.py │ ├── linearKernel.py │ ├── plotData.py │ ├── processEmail.py │ ├── readFile.py │ ├── spamSample1.txt │ ├── spamSample2.txt │ ├── svmTrain.m │ ├── svmTrain.py │ ├── visualizeBoundary.py │ ├── visualizeBoundaryLinear.py │ └── vocab.txt ├── mlclass-ex7-004 ├── ex7.pdf └── mlclass-ex7 │ ├── bird_small.png │ ├── computeCentroids.py │ ├── displayData.py │ ├── drawLine.py │ ├── ex7.py │ ├── ex7_pca.py │ ├── featureNormalize.py │ ├── findClosestCentroids.py │ ├── hsv.py │ ├── kMeansInitCentroids.py │ ├── pca.py │ ├── plotDataPoints.py │ ├── plotProgresskMeans.py │ ├── projectData.py │ ├── recoverData.py │ └── runkMeans.py ├── mlclass-ex8-004 ├── ex8.pdf └── mlclass-ex8 │ ├── checkCostFunction.py │ ├── cofiCostFunc.py │ ├── computeNumericalGradient.py │ ├── estimateGaussian.py │ ├── ex8.py │ ├── ex8_cofi.py │ ├── loadMovieList.py │ ├── movie_ids.txt │ ├── multivariateGaussian.py │ ├── normalizeRatings.py │ ├── selectThreshold.py │ └── visualizeFit.py ├── neural-nets-backprop.ipynb ├── notebooks ├── bias-variance-learning-curves-files │ ├── curves2.jpeg │ └── ex5data1.mat ├── nnets-files │ ├── backprop.png │ ├── ex4data1.mat │ ├── ex4weights.mat │ ├── handwritten_digits.png │ └── neural-net-architecture-equations.png └── svm-files │ ├── Kernel_Machine.png │ ├── Spam_Museum.jpg │ ├── emailSample1.txt │ ├── emailSample2.txt │ ├── ex6data1.mat │ ├── ex6data2.mat │ ├── ex6data3.mat │ ├── spamSample1.txt │ ├── spamSample2.txt │ ├── spamTest.mat │ ├── spamTrain.mat │ └── vocab.txt └── support-vector-machines.ipynb /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arturomp/coursera-machine-learning-in-python/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arturomp/coursera-machine-learning-in-python/HEAD/README.md -------------------------------------------------------------------------------- /bias-variance-learning-curves.ipynb: 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