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

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01_I._Introduction_Week_1/01_Welcome_7_min.mp412.53MB
01_I._Introduction_Week_1/01_Welcome_7_min.pdf3.46MB
01_I._Introduction_Week_1/01_Welcome_7_min.pptx4.22MB
01_I._Introduction_Week_1/01_Welcome_7_min.srt10.09kB
01_I._Introduction_Week_1/01_Welcome_7_min.txt6.92kB
01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.mp49.81MB
01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.srt10.38kB
01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.txt7.14kB
01_I._Introduction_Week_1/03_Supervised_Learning_12_min.mp414.11MB
01_I._Introduction_Week_1/03_Supervised_Learning_12_min.srt17.23kB
01_I._Introduction_Week_1/03_Supervised_Learning_12_min.txt11.83kB
01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.mp417.47MB
01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.srt29.75kB
01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.txt14.25kB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.mp49.43MB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.pdf3.02MB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.pptx5.61MB
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02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.txt6.98kB
02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.mp49.48MB
02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.srt10.09kB
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02_II._Linear_Regression_with_One_Variable_Week_1/03_Cost_Function_-_Intuition_I_11_min.mp412.84MB
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02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.mp411.91MB
02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.srt11.43kB
02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.txt7.89kB
02_II._Linear_Regression_with_One_Variable_Week_1/05_Gradient_Descent_11_min.mp414.16MB
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02_II._Linear_Regression_with_One_Variable_Week_1/06_Gradient_Descent_Intuition_12_min.mp413.66MB
02_II._Linear_Regression_with_One_Variable_Week_1/06_Gradient_Descent_Intuition_12_min.srt15.87kB
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02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.mp412.77MB
02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.srt19.16kB
02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.txt9.01kB
02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.mp46.38MB
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03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.mp410.02MB
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03_III._Linear_Algebra_Review_Week_1_Optional/02_Addition_and_Scalar_Multiplication_7_min.mp47.82MB
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03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.mp415.73MB
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03_III._Linear_Algebra_Review_Week_1_Optional/04_Matrix_Matrix_Multiplication_11_min.mp413.21MB
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03_III._Linear_Algebra_Review_Week_1_Optional/05_Matrix_Multiplication_Properties_9_min.mp410.29MB
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03_III._Linear_Algebra_Review_Week_1_Optional/06_Inverse_and_Transpose_11_min.mp413.49MB
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04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.mp49.27MB
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04_IV._Linear_Regression_with_Multiple_Variables_Week_2/02_Gradient_Descent_for_Multiple_Variables_5_min.mp46.06MB
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04_IV._Linear_Regression_with_Multiple_Variables_Week_2/03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.mp49.92MB
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04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.mp49.71MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.srt18.93kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.txt8.71kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.mp48.66MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.srt16.28kB
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04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.mp417.97MB
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04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.mp46.54MB
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04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.txt5.84kB
05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.mp418.58MB
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05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.mp421.78MB
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05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.mp415.99MB
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05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.txt11.33kB
05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.mp413.97MB
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05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.mp417.29MB
05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.srt23.94kB
05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.txt10.90kB
05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.mp416.87MB
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05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.txt11.69kB
05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.mp45.73MB
05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.srt4.52kB
05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.txt3.06kB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.mp49.20MB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.pdf2.22MB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.pptx4.01MB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.srt16.57kB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.txt7.82kB
06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.mp48.74MB
06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.srt14.49kB
06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.txt6.58kB
06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.mp417.56MB
06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.srt27.39kB
06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.txt12.41kB
06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.mp413.73MB
06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.srt22.70kB
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06_VI._Logistic_Regression_Week_3/05_Simplified_Cost_Function_and_Gradient_Descent_10_min.mp412.54MB
06_VI._Logistic_Regression_Week_3/05_Simplified_Cost_Function_and_Gradient_Descent_10_min.srt20.05kB
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06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.mp419.04MB
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06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.mp47.26MB
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06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.txt6.11kB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.mp411.69MB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.pdf2.46MB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.pptx2.71MB
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07_VII._Regularization_Week_3/02_Cost_Function_10_min.mp412.19MB
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07_VII._Regularization_Week_3/03_Regularized_Linear_Regression_11_min.mp412.58MB
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07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.mp411.42MB
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07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.txt8.22kB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.mp411.41MB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.pdf5.22MB
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08_VIII._Neural_Networks-_Representation_Week_4/02_Neurons_and_the_Brain_8_min.mp410.37MB
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08_VIII._Neural_Networks-_Representation_Week_4/03_Model_Representation_I_12_min.mp414.17MB
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08_VIII._Neural_Networks-_Representation_Week_4/04_Model_Representation_II_12_min.mp414.11MB
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08_VIII._Neural_Networks-_Representation_Week_4/05_Examples_and_Intuitions_I_7_min.mp48.28MB
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08_VIII._Neural_Networks-_Representation_Week_4/06_Examples_and_Intuitions_II_10_min.mp414.68MB
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08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.mp45.06MB
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09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.mp48.03MB
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09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.mp414.61MB
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09_IX._Neural_Networks-_Learning_Week_5/03_Backpropagation_Intuition_13_min.mp416.19MB
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09_IX._Neural_Networks-_Learning_Week_5/04_Implementation_Note-_Unrolling_Parameters_8_min.mp49.84MB
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09_IX._Neural_Networks-_Learning_Week_5/05_Gradient_Checking_12_min.mp414.15MB
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09_IX._Neural_Networks-_Learning_Week_5/06_Random_Initialization_7_min.mp47.93MB
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09_IX._Neural_Networks-_Learning_Week_5/07_Putting_It_Together_14_min.mp417.09MB
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09_IX._Neural_Networks-_Learning_Week_5/08_Autonomous_Driving_7_min.mp415.60MB
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10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.mp47.19MB
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10_X._Advice_for_Applying_Machine_Learning_Week_6/02_Evaluating_a_Hypothesis_8_min.mp48.90MB
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10_X._Advice_for_Applying_Machine_Learning_Week_6/03_Model_Selection_and_Train-Validation-Test_Sets_12_min.mp414.75MB
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10_X._Advice_for_Applying_Machine_Learning_Week_6/04_Diagnosing_Bias_vs._Variance_8_min.mp49.41MB
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10_X._Advice_for_Applying_Machine_Learning_Week_6/05_Regularization_and_Bias-Variance_11_min.mp413.21MB
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10_X._Advice_for_Applying_Machine_Learning_Week_6/06_Learning_Curves_12_min.mp413.55MB
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17_XVII._Large_Scale_Machine_Learning_Week_10/01_Learning_With_Large_Datasets_6_min.mp46.81MB
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18_XVIII._Application_Example-_Photo_OCR/01_Problem_Description_and_Pipeline_7_min.mp48.30MB
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18_XVIII._Application_Example-_Photo_OCR/02_Sliding_Windows_15_min.mp417.32MB
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18_XVIII._Application_Example-_Photo_OCR/03_Getting_Lots_of_Data_and_Artificial_Data_16_min.mp419.73MB
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19_XIX._Conclusion/01_Summary_and_Thank_You_5_min.mp46.38MB
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