ml-005

1. 01_I._Introduction_Week_1/01_Welcome_7_min.mp411.95MB
2. 01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.mp49.35MB
3. 01_I._Introduction_Week_1/03_Supervised_Learning_12_min.mp413.45MB
4. 01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.mp416.66MB
5. 02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.mp49MB
6. 02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.mp49.05MB
7. 02_II._Linear_Regression_with_One_Variable_Week_1/03_Cost_Function_-_Intuition_I_11_min.mp412.24MB
8. 02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.mp411.36MB
9. 02_II._Linear_Regression_with_One_Variable_Week_1/05_Gradient_Descent_11_min.mp413.5MB
10. 02_II._Linear_Regression_with_One_Variable_Week_1/06_Gradient_Descent_Intuition_12_min.mp413.03MB
11. 02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.mp412.18MB
12. 02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.mp46.08MB
13. 03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.mp49.56MB
14. 03_III._Linear_Algebra_Review_Week_1_Optional/02_Addition_and_Scalar_Multiplication_7_min.mp47.46MB
15. 03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.mp415MB
16. 03_III._Linear_Algebra_Review_Week_1_Optional/04_Matrix_Matrix_Multiplication_11_min.mp412.59MB
17. 03_III._Linear_Algebra_Review_Week_1_Optional/05_Matrix_Multiplication_Properties_9_min.mp49.81MB
18. 03_III._Linear_Algebra_Review_Week_1_Optional/06_Inverse_and_Transpose_11_min.mp412.87MB
19. 04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.mp48.84MB
20. 04_IV._Linear_Regression_with_Multiple_Variables_Week_2/02_Gradient_Descent_for_Multiple_Variables_5_min.mp45.78MB
21. 04_IV._Linear_Regression_with_Multiple_Variables_Week_2/03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.mp49.46MB
22. 04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.mp49.26MB
23. 04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.mp48.26MB
24. 04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.mp417.13MB
25. 04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.mp46.24MB
26. 05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.mp417.72MB
27. 05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.mp420.77MB
28. 05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.mp415.25MB
29. 05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.mp413.32MB
30. 05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.mp416.49MB
31. 05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.mp416.09MB
32. 05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.mp45.46MB
33. 06_VI._Logistic_Regression_Week_3/01_Classification_8_min.mp48.77MB
34. 06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.mp48.34MB
35. 06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.mp416.74MB
36. 06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.mp413.09MB
37. 06_VI._Logistic_Regression_Week_3/05_Simplified_Cost_Function_and_Gradient_Descent_10_min.mp411.96MB
38. 06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.mp418.15MB
39. 06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.mp46.93MB
40. 07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.mp411.15MB
41. 07_VII._Regularization_Week_3/02_Cost_Function_10_min.mp411.63MB
42. 07_VII._Regularization_Week_3/03_Regularized_Linear_Regression_11_min.mp412MB
43. 07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.mp410.89MB
44. 08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.mp410.88MB
45. 08_VIII._Neural_Networks-_Representation_Week_4/02_Neurons_and_the_Brain_8_min.mp49.89MB
46. 08_VIII._Neural_Networks-_Representation_Week_4/03_Model_Representation_I_12_min.mp413.51MB
47. 08_VIII._Neural_Networks-_Representation_Week_4/04_Model_Representation_II_12_min.mp413.45MB
48. 08_VIII._Neural_Networks-_Representation_Week_4/05_Examples_and_Intuitions_I_7_min.mp47.89MB
49. 08_VIII._Neural_Networks-_Representation_Week_4/06_Examples_and_Intuitions_II_10_min.mp414MB
50. 08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.mp44.83MB
51. 09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.mp47.66MB
52. 09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.mp413.94MB
53. 09_IX._Neural_Networks-_Learning_Week_5/03_Backpropagation_Intuition_13_min.mp415.44MB
54. 09_IX._Neural_Networks-_Learning_Week_5/04_Implementation_Note-_Unrolling_Parameters_8_min.mp49.38MB
55. 09_IX._Neural_Networks-_Learning_Week_5/05_Gradient_Checking_12_min.mp413.5MB
56. 09_IX._Neural_Networks-_Learning_Week_5/06_Random_Initialization_7_min.mp47.56MB
57. 09_IX._Neural_Networks-_Learning_Week_5/07_Putting_It_Together_14_min.mp416.3MB
58. 09_IX._Neural_Networks-_Learning_Week_5/08_Autonomous_Driving_7_min.mp414.88MB
59. 10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.mp46.86MB
60. 10_X._Advice_for_Applying_Machine_Learning_Week_6/02_Evaluating_a_Hypothesis_8_min.mp48.48MB
61. 10_X._Advice_for_Applying_Machine_Learning_Week_6/03_Model_Selection_and_Train-Validation-Test_Sets_12_min.mp414.07MB
62. 10_X._Advice_for_Applying_Machine_Learning_Week_6/04_Diagnosing_Bias_vs._Variance_8_min.mp48.97MB
63. 10_X._Advice_for_Applying_Machine_Learning_Week_6/05_Regularization_and_Bias-Variance_11_min.mp412.6MB
64. 10_X._Advice_for_Applying_Machine_Learning_Week_6/06_Learning_Curves_12_min.mp412.92MB
65. 10_X._Advice_for_Applying_Machine_Learning_Week_6/07_Deciding_What_to_Do_Next_Revisited_7_min.mp48.18MB
66. 11_XI._Machine_Learning_System_Design_Week_6/01_Prioritizing_What_to_Work_On_10_min.mp411.17MB
67. 11_XI._Machine_Learning_System_Design_Week_6/02_Error_Analysis_13_min.mp415.43MB
68. 11_XI._Machine_Learning_System_Design_Week_6/03_Error_Metrics_for_Skewed_Classes_12_min.mp413.25MB
69. 11_XI._Machine_Learning_System_Design_Week_6/04_Trading_Off_Precision_and_Recall_14_min.mp415.99MB
70. 11_XI._Machine_Learning_System_Design_Week_6/05_Data_For_Machine_Learning_11_min.mp412.87MB
71. 12_XII._Support_Vector_Machines_Week_7/01_Optimization_Objective_15_min.mp416.65MB
72. 12_XII._Support_Vector_Machines_Week_7/02_Large_Margin_Intuition_11_min.mp411.81MB
73. 12_XII._Support_Vector_Machines_Week_7/03_Mathematics_Behind_Large_Margin_Classification_Optional_20_min.mp421.83MB
74. 12_XII._Support_Vector_Machines_Week_7/04_Kernels_I_16_min.mp417.57MB
75. 12_XII._Support_Vector_Machines_Week_7/05_Kernels_II_16_min.mp417.45MB
76. 12_XII._Support_Vector_Machines_Week_7/06_Using_An_SVM_21_min.mp423.95MB
77. 13_XIII._Clustering_Week_8/01_Unsupervised_Learning-_Introduction_3_min.mp43.8MB
78. 13_XIII._Clustering_Week_8/02_K-Means_Algorithm_13_min.mp413.81MB
79. 13_XIII._Clustering_Week_8/03_Optimization_Objective_7_min.mp48.15MB
80. 13_XIII._Clustering_Week_8/04_Random_Initialization_8_min.mp48.67MB
81. 13_XIII._Clustering_Week_8/05_Choosing_the_Number_of_Clusters_8_min.mp49.4MB
82. 14_XIV._Dimensionality_Reduction_Week_8/01_Motivation_I-_Data_Compression_10_min.mp414.31MB
83. 14_XIV._Dimensionality_Reduction_Week_8/02_Motivation_II-_Visualization_6_min.mp46.3MB
84. 14_XIV._Dimensionality_Reduction_Week_8/03_Principal_Component_Analysis_Problem_Formulation_9_min.mp410.45MB
85. 14_XIV._Dimensionality_Reduction_Week_8/04_Principal_Component_Analysis_Algorithm_15_min.mp417.79MB
86. 14_XIV._Dimensionality_Reduction_Week_8/05_Choosing_the_Number_of_Principal_Components_11_min.mp411.84MB
87. 14_XIV._Dimensionality_Reduction_Week_8/06_Reconstruction_from_Compressed_Representation_4_min.mp44.98MB
88. 14_XIV._Dimensionality_Reduction_Week_8/07_Advice_for_Applying_PCA_13_min.mp414.7MB
89. 15_XV._Anomaly_Detection_Week_9/01_Problem_Motivation_8_min.mp48.35MB
90. 15_XV._Anomaly_Detection_Week_9/02_Gaussian_Distribution_10_min.mp411.69MB
91. 15_XV._Anomaly_Detection_Week_9/03_Algorithm_12_min.mp413.95MB
92. 15_XV._Anomaly_Detection_Week_9/04_Developing_and_Evaluating_an_Anomaly_Detection_System_13_min.mp415.15MB
93. 15_XV._Anomaly_Detection_Week_9/05_Anomaly_Detection_vs._Supervised_Learning_8_min.mp49.28MB
94. 15_XV._Anomaly_Detection_Week_9/06_Choosing_What_Features_to_Use_12_min.mp414.12MB
95. 15_XV._Anomaly_Detection_Week_9/07_Multivariate_Gaussian_Distribution_Optional_14_min.mp415.93MB
96. 15_XV._Anomaly_Detection_Week_9/08_Anomaly_Detection_using_the_Multivariate_Gaussian_Distribution_Optional_14_min.mp416.34MB
97. 16_XVI._Recommender_Systems_Week_9/01_Problem_Formulation_8_min.mp410.67MB
98. 16_XVI._Recommender_Systems_Week_9/02_Content_Based_Recommendations_15_min.mp416.93MB
99. 16_XVI._Recommender_Systems_Week_9/03_Collaborative_Filtering_10_min.mp411.75MB
100. 16_XVI._Recommender_Systems_Week_9/04_Collaborative_Filtering_Algorithm_9_min.mp410.31MB
101. 16_XVI._Recommender_Systems_Week_9/05_Vectorization-_Low_Rank_Matrix_Factorization_8_min.mp49.68MB
102. 16_XVI._Recommender_Systems_Week_9/06_Implementational_Detail-_Mean_Normalization_9_min.mp49.71MB
103. 17_XVII._Large_Scale_Machine_Learning_Week_10/01_Learning_With_Large_Datasets_6_min.mp46.5MB
104. 17_XVII._Large_Scale_Machine_Learning_Week_10/02_Stochastic_Gradient_Descent_13_min.mp415.33MB
105. 17_XVII._Large_Scale_Machine_Learning_Week_10/03_Mini-Batch_Gradient_Descent_6_min.mp47.32MB
106. 17_XVII._Large_Scale_Machine_Learning_Week_10/04_Stochastic_Gradient_Descent_Convergence_12_min.mp413.33MB
107. 17_XVII._Large_Scale_Machine_Learning_Week_10/05_Online_Learning_13_min.mp414.91MB
108. 17_XVII._Large_Scale_Machine_Learning_Week_10/06_Map_Reduce_and_Data_Parallelism_14_min.mp416.06MB
109. 18_XVIII._Application_Example-_Photo_OCR/01_Problem_Description_and_Pipeline_7_min.mp47.91MB
110. 18_XVIII._Application_Example-_Photo_OCR/02_Sliding_Windows_15_min.mp416.52MB
111. 18_XVIII._Application_Example-_Photo_OCR/03_Getting_Lots_of_Data_and_Artificial_Data_16_min.mp418.82MB
112. 18_XVIII._Application_Example-_Photo_OCR/04_Ceiling_Analysis-_What_Part_of_the_Pipeline_to_Work_on_Next_14_min.mp416.11MB
113. 19_XIX._Conclusion/01_Summary_and_Thank_You_5_min.mp46.09MB