| Path | Size |
| 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 |
| 10_X._Advice_for_Applying_Machine_Learning_Week_6/02_Evaluating_a_Hypothesis_8_min.txt | 6.49kB |
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| 10_X._Advice_for_Applying_Machine_Learning_Week_6/03_Model_Selection_and_Train-Validation-Test_Sets_12_min.srt | 25.23kB |
| 10_X._Advice_for_Applying_Machine_Learning_Week_6/03_Model_Selection_and_Train-Validation-Test_Sets_12_min.txt | 11.55kB |
| 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_6/04_Diagnosing_Bias_vs._Variance_8_min.txt | 7.93kB |
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| 10_X._Advice_for_Applying_Machine_Learning_Week_6/05_Regularization_and_Bias-Variance_11_min.txt | 10.62kB |
| 10_X._Advice_for_Applying_Machine_Learning_Week_6/06_Learning_Curves_12_min.mp4 | 13.55MB |
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| 10_X._Advice_for_Applying_Machine_Learning_Week_6/06_Learning_Curves_12_min.txt | 11.98kB |
| 10_X._Advice_for_Applying_Machine_Learning_Week_6/07_Deciding_What_to_Do_Next_Revisited_7_min.mp4 | 8.58MB |
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| 11_XI._Machine_Learning_System_Design_Week_6/02_Error_Analysis_13_min.mp4 | 16.17MB |
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| 11_XI._Machine_Learning_System_Design_Week_6/03_Error_Metrics_for_Skewed_Classes_12_min.mp4 | 13.89MB |
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| 11_XI._Machine_Learning_System_Design_Week_6/03_Error_Metrics_for_Skewed_Classes_12_min.txt | 10.43kB |
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| 11_XI._Machine_Learning_System_Design_Week_6/04_Trading_Off_Precision_and_Recall_14_min.txt | 13.51kB |
| 11_XI._Machine_Learning_System_Design_Week_6/05_Data_For_Machine_Learning_11_min.mp4 | 13.49MB |
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| 11_XI._Machine_Learning_System_Design_Week_6/05_Data_For_Machine_Learning_11_min.txt | 11.02kB |
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| 12_XII._Support_Vector_Machines_Week_7/01_Optimization_Objective_15_min.txt | 13.80kB |
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| 12_XII._Support_Vector_Machines_Week_7/02_Large_Margin_Intuition_11_min.txt | 10.19kB |
| 12_XII._Support_Vector_Machines_Week_7/03_Mathematics_Behind_Large_Margin_Classification_Optional_20_min.mp4 | 22.89MB |
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| 12_XII._Support_Vector_Machines_Week_7/03_Mathematics_Behind_Large_Margin_Classification_Optional_20_min.txt | 16.77kB |
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| 12_XII._Support_Vector_Machines_Week_7/05_Kernels_II_16_min.txt | 14.80kB |
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| 12_XII._Support_Vector_Machines_Week_7/06_Using_An_SVM_21_min.txt | 21.17kB |
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| 13_XIII._Clustering_Week_8/01_Unsupervised_Learning-_Introduction_3_min.txt | 3.47kB |
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| 13_XIII._Clustering_Week_8/03_Optimization_Objective_7_min.mp4 | 8.54MB |
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| 13_XIII._Clustering_Week_8/03_Optimization_Objective_7_min.txt | 6.50kB |
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| 13_XIII._Clustering_Week_8/04_Random_Initialization_8_min.txt | 7.98kB |
| 13_XIII._Clustering_Week_8/05_Choosing_the_Number_of_Clusters_8_min.mp4 | 9.86MB |
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| 13_XIII._Clustering_Week_8/05_Choosing_the_Number_of_Clusters_8_min.txt | 8.56kB |
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| 14_XIV._Dimensionality_Reduction_Week_8/01_Motivation_I-_Data_Compression_10_min.txt | 9.45kB |
| 14_XIV._Dimensionality_Reduction_Week_8/02_Motivation_II-_Visualization_6_min.mp4 | 6.61MB |
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| 14_XIV._Dimensionality_Reduction_Week_8/02_Motivation_II-_Visualization_6_min.txt | 4.79kB |
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| 14_XIV._Dimensionality_Reduction_Week_8/03_Principal_Component_Analysis_Problem_Formulation_9_min.txt | 8.75kB |
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| 14_XIV._Dimensionality_Reduction_Week_8/04_Principal_Component_Analysis_Algorithm_15_min.txt | 13.15kB |
| 14_XIV._Dimensionality_Reduction_Week_8/05_Choosing_the_Number_of_Principal_Components_11_min.mp4 | 12.41MB |
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| 14_XIV._Dimensionality_Reduction_Week_8/06_Reconstruction_from_Compressed_Representation_4_min.txt | 3.56kB |
| 14_XIV._Dimensionality_Reduction_Week_8/07_Advice_for_Applying_PCA_13_min.mp4 | 15.41MB |
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| 14_XIV._Dimensionality_Reduction_Week_8/07_Advice_for_Applying_PCA_13_min.txt | 12.55kB |
| 15_XV._Anomaly_Detection_Week_9/01_Problem_Motivation_8_min.mp4 | 8.75MB |
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| 15_XV._Anomaly_Detection_Week_9/01_Problem_Motivation_8_min.txt | 7.66kB |
| 15_XV._Anomaly_Detection_Week_9/02_Gaussian_Distribution_10_min.mp4 | 12.26MB |
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| 15_XV._Anomaly_Detection_Week_9/02_Gaussian_Distribution_10_min.txt | 10.00kB |
| 15_XV._Anomaly_Detection_Week_9/03_Algorithm_12_min.mp4 | 14.63MB |
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| 15_XV._Anomaly_Detection_Week_9/03_Algorithm_12_min.txt | 10.94kB |
| 15_XV._Anomaly_Detection_Week_9/04_Developing_and_Evaluating_an_Anomaly_Detection_System_13_min.mp4 | 15.89MB |
| 15_XV._Anomaly_Detection_Week_9/04_Developing_and_Evaluating_an_Anomaly_Detection_System_13_min.srt | 27.94kB |
| 15_XV._Anomaly_Detection_Week_9/04_Developing_and_Evaluating_an_Anomaly_Detection_System_13_min.txt | 13.23kB |
| 15_XV._Anomaly_Detection_Week_9/05_Anomaly_Detection_vs._Supervised_Learning_8_min.mp4 | 9.73MB |
| 15_XV._Anomaly_Detection_Week_9/05_Anomaly_Detection_vs._Supervised_Learning_8_min.srt | 16.81kB |
| 15_XV._Anomaly_Detection_Week_9/05_Anomaly_Detection_vs._Supervised_Learning_8_min.txt | 8.03kB |
| 15_XV._Anomaly_Detection_Week_9/06_Choosing_What_Features_to_Use_12_min.mp4 | 14.80MB |
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| 15_XV._Anomaly_Detection_Week_9/07_Multivariate_Gaussian_Distribution_Optional_14_min.mp4 | 16.71MB |
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| 15_XV._Anomaly_Detection_Week_9/07_Multivariate_Gaussian_Distribution_Optional_14_min.txt | 12.66kB |
| 15_XV._Anomaly_Detection_Week_9/08_Anomaly_Detection_using_the_Multivariate_Gaussian_Distribution_Optional_14_min.mp4 | 17.13MB |
| 15_XV._Anomaly_Detection_Week_9/08_Anomaly_Detection_using_the_Multivariate_Gaussian_Distribution_Optional_14_min.srt | 26.89kB |
| 15_XV._Anomaly_Detection_Week_9/08_Anomaly_Detection_using_the_Multivariate_Gaussian_Distribution_Optional_14_min.txt | 13.20kB |
| 16_XVI._Recommender_Systems_Week_9/01_Problem_Formulation_8_min.mp4 | 11.19MB |
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| 16_XVI._Recommender_Systems_Week_9/01_Problem_Formulation_8_min.txt | 8.10kB |
| 16_XVI._Recommender_Systems_Week_9/02_Content_Based_Recommendations_15_min.mp4 | 17.76MB |
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| 16_XVI._Recommender_Systems_Week_9/02_Content_Based_Recommendations_15_min.txt | 13.25kB |
| 16_XVI._Recommender_Systems_Week_9/03_Collaborative_Filtering_10_min.mp4 | 12.32MB |
| 16_XVI._Recommender_Systems_Week_9/03_Collaborative_Filtering_10_min.srt | 20.72kB |
| 16_XVI._Recommender_Systems_Week_9/03_Collaborative_Filtering_10_min.txt | 9.70kB |
| 16_XVI._Recommender_Systems_Week_9/04_Collaborative_Filtering_Algorithm_9_min.mp4 | 10.81MB |
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| 16_XVI._Recommender_Systems_Week_9/04_Collaborative_Filtering_Algorithm_9_min.txt | 7.91kB |
| 16_XVI._Recommender_Systems_Week_9/05_Vectorization-_Low_Rank_Matrix_Factorization_8_min.mp4 | 10.15MB |
| 16_XVI._Recommender_Systems_Week_9/05_Vectorization-_Low_Rank_Matrix_Factorization_8_min.srt | 16.70kB |
| 16_XVI._Recommender_Systems_Week_9/05_Vectorization-_Low_Rank_Matrix_Factorization_8_min.txt | 7.76kB |
| 16_XVI._Recommender_Systems_Week_9/06_Implementational_Detail-_Mean_Normalization_9_min.mp4 | 10.18MB |
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| 16_XVI._Recommender_Systems_Week_9/06_Implementational_Detail-_Mean_Normalization_9_min.txt | 7.78kB |
| 17_XVII._Large_Scale_Machine_Learning_Week_10/01_Learning_With_Large_Datasets_6_min.mp4 | 6.81MB |
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| 17_XVII._Large_Scale_Machine_Learning_Week_10/01_Learning_With_Large_Datasets_6_min.pptx | 3.96MB |
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| 17_XVII._Large_Scale_Machine_Learning_Week_10/01_Learning_With_Large_Datasets_6_min.txt | 5.51kB |
| 17_XVII._Large_Scale_Machine_Learning_Week_10/02_Stochastic_Gradient_Descent_13_min.mp4 | 16.08MB |
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| 17_XVII._Large_Scale_Machine_Learning_Week_10/02_Stochastic_Gradient_Descent_13_min.txt | 13.11kB |
| 17_XVII._Large_Scale_Machine_Learning_Week_10/03_Mini-Batch_Gradient_Descent_6_min.mp4 | 7.67MB |
| 17_XVII._Large_Scale_Machine_Learning_Week_10/03_Mini-Batch_Gradient_Descent_6_min.srt | 7.97kB |
| 17_XVII._Large_Scale_Machine_Learning_Week_10/03_Mini-Batch_Gradient_Descent_6_min.txt | 5.69kB |
| 17_XVII._Large_Scale_Machine_Learning_Week_10/04_Stochastic_Gradient_Descent_Convergence_12_min.mp4 | 13.98MB |
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| 17_XVII._Large_Scale_Machine_Learning_Week_10/04_Stochastic_Gradient_Descent_Convergence_12_min.txt | 11.87kB |
| 17_XVII._Large_Scale_Machine_Learning_Week_10/05_Online_Learning_13_min.mp4 | 15.64MB |
| 17_XVII._Large_Scale_Machine_Learning_Week_10/05_Online_Learning_13_min.srt | 28.34kB |
| 17_XVII._Large_Scale_Machine_Learning_Week_10/05_Online_Learning_13_min.txt | 13.06kB |
| 17_XVII._Large_Scale_Machine_Learning_Week_10/06_Map_Reduce_and_Data_Parallelism_14_min.mp4 | 16.84MB |
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| 17_XVII._Large_Scale_Machine_Learning_Week_10/06_Map_Reduce_and_Data_Parallelism_14_min.txt | 13.70kB |
| 18_XVIII._Application_Example-_Photo_OCR/01_Problem_Description_and_Pipeline_7_min.mp4 | 8.30MB |
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| 18_XVIII._Application_Example-_Photo_OCR/01_Problem_Description_and_Pipeline_7_min.pptx | 6.43MB |
| 18_XVIII._Application_Example-_Photo_OCR/01_Problem_Description_and_Pipeline_7_min.srt | 15.06kB |
| 18_XVIII._Application_Example-_Photo_OCR/01_Problem_Description_and_Pipeline_7_min.txt | 7.04kB |
| 18_XVIII._Application_Example-_Photo_OCR/02_Sliding_Windows_15_min.mp4 | 17.32MB |
| 18_XVIII._Application_Example-_Photo_OCR/02_Sliding_Windows_15_min.srt | 32.23kB |
| 18_XVIII._Application_Example-_Photo_OCR/02_Sliding_Windows_15_min.txt | 14.93kB |
| 18_XVIII._Application_Example-_Photo_OCR/03_Getting_Lots_of_Data_and_Artificial_Data_16_min.mp4 | 19.73MB |
| 18_XVIII._Application_Example-_Photo_OCR/03_Getting_Lots_of_Data_and_Artificial_Data_16_min.srt | 36.03kB |
| 18_XVIII._Application_Example-_Photo_OCR/03_Getting_Lots_of_Data_and_Artificial_Data_16_min.txt | 16.76kB |
| 18_XVIII._Application_Example-_Photo_OCR/04_Ceiling_Analysis-_What_Part_of_the_Pipeline_to_Work_on_Next_14_min.mp4 | 16.89MB |
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| 19_XIX._Conclusion/01_Summary_and_Thank_You_5_min.mp4 | 6.38MB |
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pj
ml-005 (376 files)
01_I._Introduction_Week_1/01_Welcome_7_min.mp4 
