[Coursera] Machine Learning (Stanford University) (ml)
Stanford University

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01_I._Introduction_Week_1/01_Welcome_7_min.mp4 12.53MB
01_I._Introduction_Week_1/01_Welcome_7_min.pdf 3.46MB
01_I._Introduction_Week_1/01_Welcome_7_min.pptx 4.22MB
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01_I._Introduction_Week_1/01_Welcome_7_min.txt 6.92kB
01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.mp4 9.81MB
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01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.txt 7.14kB
01_I._Introduction_Week_1/03_Supervised_Learning_12_min.mp4 14.11MB
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01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.mp4 17.47MB
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02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.mp4 9.43MB
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02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.mp4 9.48MB
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02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.mp4 12.77MB
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02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.mp4 6.38MB
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03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.mp4 10.02MB
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03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.mp4 15.73MB
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03_III._Linear_Algebra_Review_Week_1_Optional/04_Matrix_Matrix_Multiplication_11_min.mp4 13.21MB
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04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.mp4 9.27MB
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04_IV._Linear_Regression_with_Multiple_Variables_Week_2/03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.mp4 9.92MB
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04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.mp4 9.71MB
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04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.mp4 8.66MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.srt 16.28kB
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04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.mp4 17.97MB
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05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.mp4 18.58MB
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05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.mp4 21.78MB
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05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.mp4 15.99MB
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05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.mp4 13.97MB
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05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.mp4 17.29MB
05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.srt 23.94kB
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05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.mp4 16.87MB
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05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.mp4 5.73MB
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06_VI._Logistic_Regression_Week_3/01_Classification_8_min.mp4 9.20MB
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06_VI._Logistic_Regression_Week_3/01_Classification_8_min.txt 7.82kB
06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.mp4 8.74MB
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06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.mp4 17.56MB
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06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.mp4 13.73MB
06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.srt 22.70kB
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06_VI._Logistic_Regression_Week_3/05_Simplified_Cost_Function_and_Gradient_Descent_10_min.mp4 12.54MB
06_VI._Logistic_Regression_Week_3/05_Simplified_Cost_Function_and_Gradient_Descent_10_min.srt 20.05kB
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06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.mp4 19.04MB
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06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.mp4 7.26MB
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07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.mp4 11.69MB
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07_VII._Regularization_Week_3/03_Regularized_Linear_Regression_11_min.mp4 12.58MB
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08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.mp4 11.41MB
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08_VIII._Neural_Networks-_Representation_Week_4/03_Model_Representation_I_12_min.mp4 14.17MB
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08_VIII._Neural_Networks-_Representation_Week_4/06_Examples_and_Intuitions_II_10_min.mp4 14.68MB
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08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.mp4 5.06MB
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09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.mp4 8.03MB
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09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.mp4 14.61MB
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10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.mp4 7.19MB
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10_X._Advice_for_Applying_Machine_Learning_Week_6/03_Model_Selection_and_Train-Validation-Test_Sets_12_min.mp4 14.75MB
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10_X._Advice_for_Applying_Machine_Learning_Week_6/04_Diagnosing_Bias_vs._Variance_8_min.mp4 9.41MB
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10_X._Advice_for_Applying_Machine_Learning_Week_6/05_Regularization_and_Bias-Variance_11_min.mp4 13.21MB
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