├── .gitignore ├── Algorithms & Best Practices ├── Supervised Learning Algorithms │ ├── 1. Linear_Regression_Single_variable.ipynb │ ├── 2. Multivariable_Linear_Regression.ipynb │ ├── 3. Polynomial Regression.ipynb │ ├── 4. Best Practices for deciding learning rate & iterations.ipynb │ ├── 5. Normal_Equation.ipynb │ ├── 6. Logistic Regression Single Variable.ipynb │ ├── 7. Logistic Regression Multiple Variable.ipynb │ ├── 8. Multiclass_Classification_one_vs_all.ipynb │ └── 9. Bias,Variance_and_Learning_Curves.ipynb └── Unsupervised Learning Algorithms │ ├── Anomaly_Detection.ipynb │ └── K_means_Clustering_Algorithm.ipynb ├── LICENSE ├── Neural Networks from Scratch ├── 1. Multiclassification_Neural_Network_from_Scratch_1.ipynb ├── 2. Neural net from Scratch 2 _more_neurons.ipynb ├── 3. Chicago Crime Location prediction.ipynb ├── 4. Convolutional_Neural_Networks.ipynb ├── NNmodel.py └── weights │ ├── Chicago crime Location weights │ ├── iteration 25 │ │ └── iteration 25 │ │ │ ├── Loss_list_25.csv │ │ │ ├── Theta1_25.csv │ │ │ └── Theta2_25.csv │ ├── iteration 50 │ │ └── iteration 50 │ │ │ ├── Loss_list_50.csv │ │ │ ├── Theta1_50.csv │ │ │ └── Theta2_50.csv │ └── iteration 75 │ │ └── iteration 75 │ │ ├── Loss_list_75.csv │ │ ├── Theta1_75.csv │ │ └── Theta2_75.csv │ ├── Neural Net 1 │ ├── Cost_Func_1400.csv │ ├── Theta1_1400.csv │ └── Theta2_1400.csv │ └── Neural Net 2 │ ├── iteration 1000 │ └── iteration 1000 │ │ ├── Cost_Func_1000.csv │ │ ├── Theta1_1000.csv │ │ └── Theta2_1000.csv │ └── iteration 2000 │ └── iteration 2000 │ ├── Cost_Func_2000.csv │ ├── Theta1_2000.csv │ └── Theta2_2000.csv ├── Programming Assignments ├── Exercise 4 │ ├── Data │ │ ├── ex4data1.mat │ │ └── ex4weights.mat │ ├── Figures │ │ ├── ex4-backpropagation.png │ │ └── neural_network.png │ ├── exercise4.ipynb │ └── utils.py ├── Exercise 5 │ ├── Data │ │ ├── ex4data1.mat │ │ ├── ex4weights.mat │ │ └── ex5data1.mat │ ├── Figures │ │ ├── cross_validation.png │ │ ├── learning_curve.png │ │ ├── learning_curve_random.png │ │ ├── linear_fit.png │ │ ├── polynomial_learning_curve.png │ │ ├── polynomial_learning_curve_reg_1.png │ │ ├── polynomial_regression.png │ │ ├── polynomial_regression_reg_1.png │ │ └── polynomial_regression_reg_100.png │ ├── exercise5.ipynb │ └── utils.py ├── Exercise 6 │ ├── Data │ │ ├── emailSample1.txt │ │ ├── emailSample2.txt │ │ ├── ex6data1.mat │ │ ├── ex6data2.mat │ │ ├── ex6data3.mat │ │ ├── spamSample1.txt │ │ ├── spamSample2.txt │ │ ├── spamTest.mat │ │ ├── spamTrain.mat │ │ └── vocab.txt │ ├── Figures │ │ ├── dataset1.png │ │ ├── dataset2.png │ │ ├── dataset3.png │ │ ├── email.png │ │ ├── email_cleaned.png │ │ ├── svm_c1.png │ │ ├── svm_c100.png │ │ ├── svm_dataset2.png │ │ ├── svm_dataset3_best.png │ │ ├── svm_predictors.png │ │ ├── vocab.png │ │ └── word_indices.png │ ├── exercise6.ipynb │ └── utils.py └── Exercise 7 │ ├── Data │ ├── bird_small.mat │ ├── bird_small.png │ ├── ex7data1.mat │ ├── ex7data2.mat │ └── ex7faces.mat │ ├── Figures │ ├── bird_compression.png │ ├── faces.png │ ├── faces_original.png │ ├── faces_reconstructed.png │ ├── kmeans_result.png │ ├── pca_components.png │ └── pca_reconstruction.png │ ├── exercise7.ipynb │ └── utils.py └── README.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/.gitignore -------------------------------------------------------------------------------- /Algorithms & Best Practices/Supervised Learning Algorithms/1. Linear_Regression_Single_variable.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Algorithms & Best Practices/Supervised Learning Algorithms/1. Linear_Regression_Single_variable.ipynb -------------------------------------------------------------------------------- /Algorithms & Best Practices/Supervised Learning Algorithms/2. Multivariable_Linear_Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Algorithms & Best Practices/Supervised Learning Algorithms/2. Multivariable_Linear_Regression.ipynb -------------------------------------------------------------------------------- /Algorithms & Best Practices/Supervised Learning Algorithms/3. Polynomial Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Algorithms & Best Practices/Supervised Learning Algorithms/3. Polynomial Regression.ipynb -------------------------------------------------------------------------------- /Algorithms & Best Practices/Supervised Learning Algorithms/4. Best Practices for deciding learning rate & iterations.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Algorithms & Best Practices/Supervised Learning Algorithms/4. Best Practices for deciding learning rate & iterations.ipynb -------------------------------------------------------------------------------- /Algorithms & Best Practices/Supervised Learning Algorithms/5. Normal_Equation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Algorithms & Best Practices/Supervised Learning Algorithms/5. Normal_Equation.ipynb -------------------------------------------------------------------------------- /Algorithms & Best Practices/Supervised Learning Algorithms/6. Logistic Regression Single Variable.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Algorithms & Best Practices/Supervised Learning Algorithms/6. Logistic Regression Single Variable.ipynb -------------------------------------------------------------------------------- /Algorithms & Best Practices/Supervised Learning Algorithms/7. Logistic Regression Multiple Variable.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Algorithms & Best Practices/Supervised Learning Algorithms/7. Logistic Regression Multiple Variable.ipynb -------------------------------------------------------------------------------- /Algorithms & Best Practices/Supervised Learning Algorithms/8. Multiclass_Classification_one_vs_all.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Algorithms & Best Practices/Supervised Learning Algorithms/8. Multiclass_Classification_one_vs_all.ipynb -------------------------------------------------------------------------------- /Algorithms & Best Practices/Supervised Learning Algorithms/9. Bias,Variance_and_Learning_Curves.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Algorithms & Best Practices/Supervised Learning Algorithms/9. Bias,Variance_and_Learning_Curves.ipynb -------------------------------------------------------------------------------- /Algorithms & Best Practices/Unsupervised Learning Algorithms/Anomaly_Detection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Algorithms & Best Practices/Unsupervised Learning Algorithms/Anomaly_Detection.ipynb -------------------------------------------------------------------------------- /Algorithms & Best Practices/Unsupervised Learning Algorithms/K_means_Clustering_Algorithm.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Algorithms & Best Practices/Unsupervised Learning Algorithms/K_means_Clustering_Algorithm.ipynb -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/LICENSE -------------------------------------------------------------------------------- /Neural Networks from Scratch/1. Multiclassification_Neural_Network_from_Scratch_1.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/1. Multiclassification_Neural_Network_from_Scratch_1.ipynb -------------------------------------------------------------------------------- /Neural Networks from Scratch/2. Neural net from Scratch 2 _more_neurons.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/2. Neural net from Scratch 2 _more_neurons.ipynb -------------------------------------------------------------------------------- /Neural Networks from Scratch/3. Chicago Crime Location prediction.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/3. Chicago Crime Location prediction.ipynb -------------------------------------------------------------------------------- /Neural Networks from Scratch/4. Convolutional_Neural_Networks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/4. Convolutional_Neural_Networks.ipynb -------------------------------------------------------------------------------- /Neural Networks from Scratch/NNmodel.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/NNmodel.py -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 25/iteration 25/Loss_list_25.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 25/iteration 25/Loss_list_25.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 25/iteration 25/Theta1_25.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 25/iteration 25/Theta1_25.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 25/iteration 25/Theta2_25.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 25/iteration 25/Theta2_25.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 50/iteration 50/Loss_list_50.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 50/iteration 50/Loss_list_50.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 50/iteration 50/Theta1_50.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 50/iteration 50/Theta1_50.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 50/iteration 50/Theta2_50.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 50/iteration 50/Theta2_50.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 75/iteration 75/Loss_list_75.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 75/iteration 75/Loss_list_75.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 75/iteration 75/Theta1_75.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 75/iteration 75/Theta1_75.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 75/iteration 75/Theta2_75.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Chicago crime Location weights/iteration 75/iteration 75/Theta2_75.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Neural Net 1/Cost_Func_1400.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Neural Net 1/Cost_Func_1400.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Neural Net 1/Theta1_1400.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Neural Net 1/Theta1_1400.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Neural Net 1/Theta2_1400.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Neural Net 1/Theta2_1400.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Neural Net 2/iteration 1000/iteration 1000/Cost_Func_1000.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Neural Net 2/iteration 1000/iteration 1000/Cost_Func_1000.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Neural Net 2/iteration 1000/iteration 1000/Theta1_1000.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Neural Net 2/iteration 1000/iteration 1000/Theta1_1000.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Neural Net 2/iteration 1000/iteration 1000/Theta2_1000.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Neural Net 2/iteration 1000/iteration 1000/Theta2_1000.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Neural Net 2/iteration 2000/iteration 2000/Cost_Func_2000.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Neural Net 2/iteration 2000/iteration 2000/Cost_Func_2000.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Neural Net 2/iteration 2000/iteration 2000/Theta1_2000.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Neural Net 2/iteration 2000/iteration 2000/Theta1_2000.csv -------------------------------------------------------------------------------- /Neural Networks from Scratch/weights/Neural Net 2/iteration 2000/iteration 2000/Theta2_2000.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Neural Networks from Scratch/weights/Neural Net 2/iteration 2000/iteration 2000/Theta2_2000.csv -------------------------------------------------------------------------------- /Programming Assignments/Exercise 4/Data/ex4data1.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 4/Data/ex4data1.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 4/Data/ex4weights.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 4/Data/ex4weights.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 4/Figures/ex4-backpropagation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 4/Figures/ex4-backpropagation.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 4/Figures/neural_network.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 4/Figures/neural_network.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 4/exercise4.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 4/exercise4.ipynb -------------------------------------------------------------------------------- /Programming Assignments/Exercise 4/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 4/utils.py -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/Data/ex4data1.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/Data/ex4data1.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/Data/ex4weights.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/Data/ex4weights.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/Data/ex5data1.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/Data/ex5data1.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/Figures/cross_validation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/Figures/cross_validation.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/Figures/learning_curve.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/Figures/learning_curve.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/Figures/learning_curve_random.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/Figures/learning_curve_random.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/Figures/linear_fit.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/Figures/linear_fit.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/Figures/polynomial_learning_curve.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/Figures/polynomial_learning_curve.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/Figures/polynomial_learning_curve_reg_1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/Figures/polynomial_learning_curve_reg_1.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/Figures/polynomial_regression.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/Figures/polynomial_regression.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/Figures/polynomial_regression_reg_1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/Figures/polynomial_regression_reg_1.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/Figures/polynomial_regression_reg_100.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/Figures/polynomial_regression_reg_100.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/exercise5.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/exercise5.ipynb -------------------------------------------------------------------------------- /Programming Assignments/Exercise 5/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 5/utils.py -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Data/emailSample1.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Data/emailSample1.txt -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Data/emailSample2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Data/emailSample2.txt -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Data/ex6data1.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Data/ex6data1.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Data/ex6data2.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Data/ex6data2.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Data/ex6data3.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Data/ex6data3.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Data/spamSample1.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Data/spamSample1.txt -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Data/spamSample2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Data/spamSample2.txt -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Data/spamTest.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Data/spamTest.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Data/spamTrain.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Data/spamTrain.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Data/vocab.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Data/vocab.txt -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Figures/dataset1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Figures/dataset1.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Figures/dataset2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Figures/dataset2.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Figures/dataset3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Figures/dataset3.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Figures/email.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Figures/email.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Figures/email_cleaned.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Figures/email_cleaned.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Figures/svm_c1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Figures/svm_c1.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Figures/svm_c100.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Figures/svm_c100.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Figures/svm_dataset2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Figures/svm_dataset2.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Figures/svm_dataset3_best.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Figures/svm_dataset3_best.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Figures/svm_predictors.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Figures/svm_predictors.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Figures/vocab.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Figures/vocab.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/Figures/word_indices.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/Figures/word_indices.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/exercise6.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/exercise6.ipynb -------------------------------------------------------------------------------- /Programming Assignments/Exercise 6/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 6/utils.py -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/Data/bird_small.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/Data/bird_small.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/Data/bird_small.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/Data/bird_small.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/Data/ex7data1.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/Data/ex7data1.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/Data/ex7data2.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/Data/ex7data2.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/Data/ex7faces.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/Data/ex7faces.mat -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/Figures/bird_compression.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/Figures/bird_compression.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/Figures/faces.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/Figures/faces.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/Figures/faces_original.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/Figures/faces_original.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/Figures/faces_reconstructed.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/Figures/faces_reconstructed.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/Figures/kmeans_result.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/Figures/kmeans_result.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/Figures/pca_components.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/Figures/pca_components.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/Figures/pca_reconstruction.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/Figures/pca_reconstruction.png -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/exercise7.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/exercise7.ipynb -------------------------------------------------------------------------------- /Programming Assignments/Exercise 7/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/Programming Assignments/Exercise 7/utils.py -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sachin-101/Machine-Learning-by-Andrew-Ng-Implementation-in-Python/HEAD/README.md --------------------------------------------------------------------------------