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

ml-005 (376 files)
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
01_I._Introduction_Week_1/01_Welcome_7_min.srt 10.09kB
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
01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.srt 10.38kB
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
01_I._Introduction_Week_1/03_Supervised_Learning_12_min.srt 17.23kB
01_I._Introduction_Week_1/03_Supervised_Learning_12_min.txt 11.83kB
01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.mp4 17.47MB
01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.srt 29.75kB
01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.txt 14.25kB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.mp4 9.43MB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.pdf 3.02MB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.pptx 5.61MB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.srt 10.15kB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.txt 6.98kB
02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.mp4 9.48MB
02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.srt 10.09kB
02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.txt 6.88kB
02_II._Linear_Regression_with_One_Variable_Week_1/03_Cost_Function_-_Intuition_I_11_min.mp4 12.84MB
02_II._Linear_Regression_with_One_Variable_Week_1/03_Cost_Function_-_Intuition_I_11_min.srt 12.43kB
02_II._Linear_Regression_with_One_Variable_Week_1/03_Cost_Function_-_Intuition_I_11_min.txt 8.55kB
02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.mp4 11.91MB
02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.srt 11.43kB
02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.txt 7.89kB
02_II._Linear_Regression_with_One_Variable_Week_1/05_Gradient_Descent_11_min.mp4 14.16MB
02_II._Linear_Regression_with_One_Variable_Week_1/05_Gradient_Descent_11_min.srt 15.76kB
02_II._Linear_Regression_with_One_Variable_Week_1/05_Gradient_Descent_11_min.txt 10.62kB
02_II._Linear_Regression_with_One_Variable_Week_1/06_Gradient_Descent_Intuition_12_min.mp4 13.66MB
02_II._Linear_Regression_with_One_Variable_Week_1/06_Gradient_Descent_Intuition_12_min.srt 15.87kB
02_II._Linear_Regression_with_One_Variable_Week_1/06_Gradient_Descent_Intuition_12_min.txt 10.96kB
02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.mp4 12.77MB
02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.srt 19.16kB
02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.txt 9.01kB
02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.mp4 6.38MB
02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.srt 8.65kB
02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.txt 5.96kB
03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.mp4 10.02MB
03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.pdf 1.89MB
03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.pptx 5.16MB
03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.srt 16.26kB
03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.txt 7.25kB
03_III._Linear_Algebra_Review_Week_1_Optional/02_Addition_and_Scalar_Multiplication_7_min.mp4 7.82MB
03_III._Linear_Algebra_Review_Week_1_Optional/02_Addition_and_Scalar_Multiplication_7_min.srt 12.26kB
03_III._Linear_Algebra_Review_Week_1_Optional/02_Addition_and_Scalar_Multiplication_7_min.txt 5.64kB
03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.mp4 15.73MB
03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.srt 24.85kB
03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.txt 11.09kB
03_III._Linear_Algebra_Review_Week_1_Optional/04_Matrix_Matrix_Multiplication_11_min.mp4 13.21MB
03_III._Linear_Algebra_Review_Week_1_Optional/04_Matrix_Matrix_Multiplication_11_min.srt 21.10kB
03_III._Linear_Algebra_Review_Week_1_Optional/04_Matrix_Matrix_Multiplication_11_min.txt 9.27kB
03_III._Linear_Algebra_Review_Week_1_Optional/05_Matrix_Multiplication_Properties_9_min.mp4 10.29MB
03_III._Linear_Algebra_Review_Week_1_Optional/05_Matrix_Multiplication_Properties_9_min.srt 17.15kB
03_III._Linear_Algebra_Review_Week_1_Optional/05_Matrix_Multiplication_Properties_9_min.txt 7.57kB
03_III._Linear_Algebra_Review_Week_1_Optional/06_Inverse_and_Transpose_11_min.mp4 13.49MB
03_III._Linear_Algebra_Review_Week_1_Optional/06_Inverse_and_Transpose_11_min.srt 21.60kB
03_III._Linear_Algebra_Review_Week_1_Optional/06_Inverse_and_Transpose_11_min.txt 9.55kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.mp4 9.27MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.pdf 1.78MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.pptx 4.61MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.srt 14.89kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.txt 6.57kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/02_Gradient_Descent_for_Multiple_Variables_5_min.mp4 6.06MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/02_Gradient_Descent_for_Multiple_Variables_5_min.srt 6.78kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/02_Gradient_Descent_for_Multiple_Variables_5_min.txt 4.43kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.mp4 9.92MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.srt 17.41kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.txt 7.95kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.mp4 9.71MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.srt 18.93kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.txt 8.71kB
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
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.txt 7.57kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.mp4 17.97MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.srt 31.95kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.txt 15.07kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.mp4 6.54MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.srt 9.99kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.txt 5.84kB
05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.mp4 18.58MB
05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.pdf 248.19kB
05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.pptx 417.05kB
05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.srt 25.96kB
05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.txt 11.86kB
05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.mp4 21.78MB
05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.srt 29.30kB
05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.txt 13.18kB
05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.mp4 15.99MB
05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.srt 25.54kB
05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.txt 11.33kB
05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.mp4 13.97MB
05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.srt 17.78kB
05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.txt 7.93kB
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
05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.txt 10.90kB
05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.mp4 16.87MB
05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.srt 25.83kB
05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.txt 11.69kB
05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.mp4 5.73MB
05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.srt 4.52kB
05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.txt 3.06kB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.mp4 9.20MB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.pdf 2.22MB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.pptx 4.01MB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.srt 16.57kB
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
06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.srt 14.49kB
06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.txt 6.58kB
06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.mp4 17.56MB
06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.srt 27.39kB
06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.txt 12.41kB
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
06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.txt 10.20kB
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
06_VI._Logistic_Regression_Week_3/05_Simplified_Cost_Function_and_Gradient_Descent_10_min.txt 9.33kB
06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.mp4 19.04MB
06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.srt 28.46kB
06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.txt 13.75kB
06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.mp4 7.26MB
06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.srt 12.91kB
06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.txt 6.11kB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.mp4 11.69MB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.pdf 2.46MB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.pptx 2.71MB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.srt 19.72kB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.txt 9.45kB
07_VII._Regularization_Week_3/02_Cost_Function_10_min.mp4 12.19MB
07_VII._Regularization_Week_3/02_Cost_Function_10_min.srt 20.21kB
07_VII._Regularization_Week_3/02_Cost_Function_10_min.txt 9.37kB
07_VII._Regularization_Week_3/03_Regularized_Linear_Regression_11_min.mp4 12.58MB
07_VII._Regularization_Week_3/03_Regularized_Linear_Regression_11_min.srt 20.86kB
07_VII._Regularization_Week_3/03_Regularized_Linear_Regression_11_min.txt 9.72kB
07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.mp4 11.42MB
07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.srt 17.57kB
07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.txt 8.22kB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.mp4 11.41MB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.pdf 5.22MB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.pptx 42.32MB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.srt 19.50kB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.txt 8.97kB
08_VIII._Neural_Networks-_Representation_Week_4/02_Neurons_and_the_Brain_8_min.mp4 10.37MB
08_VIII._Neural_Networks-_Representation_Week_4/02_Neurons_and_the_Brain_8_min.srt 16.80kB
08_VIII._Neural_Networks-_Representation_Week_4/02_Neurons_and_the_Brain_8_min.txt 7.83kB
08_VIII._Neural_Networks-_Representation_Week_4/03_Model_Representation_I_12_min.mp4 14.17MB
08_VIII._Neural_Networks-_Representation_Week_4/03_Model_Representation_I_12_min.srt 22.12kB
08_VIII._Neural_Networks-_Representation_Week_4/03_Model_Representation_I_12_min.txt 10.00kB
08_VIII._Neural_Networks-_Representation_Week_4/04_Model_Representation_II_12_min.mp4 14.11MB
08_VIII._Neural_Networks-_Representation_Week_4/04_Model_Representation_II_12_min.srt 22.97kB
08_VIII._Neural_Networks-_Representation_Week_4/04_Model_Representation_II_12_min.txt 10.39kB
08_VIII._Neural_Networks-_Representation_Week_4/05_Examples_and_Intuitions_I_7_min.mp4 8.28MB
08_VIII._Neural_Networks-_Representation_Week_4/05_Examples_and_Intuitions_I_7_min.srt 13.37kB
08_VIII._Neural_Networks-_Representation_Week_4/05_Examples_and_Intuitions_I_7_min.txt 5.84kB
08_VIII._Neural_Networks-_Representation_Week_4/06_Examples_and_Intuitions_II_10_min.mp4 14.68MB
08_VIII._Neural_Networks-_Representation_Week_4/06_Examples_and_Intuitions_II_10_min.srt 17.46kB
08_VIII._Neural_Networks-_Representation_Week_4/06_Examples_and_Intuitions_II_10_min.txt 7.81kB
08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.mp4 5.06MB
08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.srt 7.61kB
08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.txt 3.50kB
09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.mp4 8.03MB
09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.pdf 3.53MB
09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.pptx 5.20MB
09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.srt 13.47kB
09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.txt 6.21kB
09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.mp4 14.61MB
09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.srt 23.38kB
09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.txt 10.64kB
09_IX._Neural_Networks-_Learning_Week_5/03_Backpropagation_Intuition_13_min.mp4 16.19MB
09_IX._Neural_Networks-_Learning_Week_5/03_Backpropagation_Intuition_13_min.srt 25.56kB
09_IX._Neural_Networks-_Learning_Week_5/03_Backpropagation_Intuition_13_min.txt 11.65kB
09_IX._Neural_Networks-_Learning_Week_5/04_Implementation_Note-_Unrolling_Parameters_8_min.mp4 9.84MB
09_IX._Neural_Networks-_Learning_Week_5/04_Implementation_Note-_Unrolling_Parameters_8_min.srt 15.26kB
09_IX._Neural_Networks-_Learning_Week_5/04_Implementation_Note-_Unrolling_Parameters_8_min.txt 7.01kB
09_IX._Neural_Networks-_Learning_Week_5/05_Gradient_Checking_12_min.mp4 14.15MB
09_IX._Neural_Networks-_Learning_Week_5/05_Gradient_Checking_12_min.srt 24.14kB
09_IX._Neural_Networks-_Learning_Week_5/05_Gradient_Checking_12_min.txt 11.67kB
09_IX._Neural_Networks-_Learning_Week_5/06_Random_Initialization_7_min.mp4 7.93MB
09_IX._Neural_Networks-_Learning_Week_5/06_Random_Initialization_7_min.srt 14.29kB
09_IX._Neural_Networks-_Learning_Week_5/06_Random_Initialization_7_min.txt 7.06kB
09_IX._Neural_Networks-_Learning_Week_5/07_Putting_It_Together_14_min.mp4 17.09MB
09_IX._Neural_Networks-_Learning_Week_5/07_Putting_It_Together_14_min.srt 28.34kB
09_IX._Neural_Networks-_Learning_Week_5/07_Putting_It_Together_14_min.txt 13.41kB
09_IX._Neural_Networks-_Learning_Week_5/08_Autonomous_Driving_7_min.mp4 15.60MB
09_IX._Neural_Networks-_Learning_Week_5/08_Autonomous_Driving_7_min.srt 10.03kB
09_IX._Neural_Networks-_Learning_Week_5/08_Autonomous_Driving_7_min.txt 4.71kB
10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.mp4 7.19MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.pdf 1.55MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.pptx 3.52MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.srt 12.74kB
10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.txt 6.08kB
10_X._Advice_for_Applying_Machine_Learning_Week_6/02_Evaluating_a_Hypothesis_8_min.mp4 8.90MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/02_Evaluating_a_Hypothesis_8_min.srt 11.77kB
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Type: Course
Tags:Coursera, ml

Bibtex:
@article{,
    title = {[Coursera] Machine Learning (Stanford University) (ml)},
    author = {Stanford University}
    }


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