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ml-005
magnet:?xt=urn:btih:e8b1f9c5bf555fe58bc73addb83457dd6da69630&dn=ml-005
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文件列表详情
e8b1f9c5bf555fe58bc73addb83457dd6da69630
infohash:
113
文件数量
1.33 GB
文件大小
2017-4-5 23:17
创建日期
2025-1-8 05:56
最后访问
相关分词
ml-005
01_I._Introduction_Week_1/01_Welcome_7_min.mp4 11.95 MB
01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.mp4 9.35 MB
01_I._Introduction_Week_1/03_Supervised_Learning_12_min.mp4 13.45 MB
01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.mp4 16.66 MB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.mp4 9 MB
02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.mp4 9.05 MB
02_II._Linear_Regression_with_One_Variable_Week_1/03_Cost_Function_-_Intuition_I_11_min.mp4 12.24 MB
02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.mp4 11.36 MB
02_II._Linear_Regression_with_One_Variable_Week_1/05_Gradient_Descent_11_min.mp4 13.5 MB
02_II._Linear_Regression_with_One_Variable_Week_1/06_Gradient_Descent_Intuition_12_min.mp4 13.03 MB
02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.mp4 12.18 MB
02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.mp4 6.08 MB
03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.mp4 9.56 MB
03_III._Linear_Algebra_Review_Week_1_Optional/02_Addition_and_Scalar_Multiplication_7_min.mp4 7.46 MB
03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.mp4 15 MB
03_III._Linear_Algebra_Review_Week_1_Optional/04_Matrix_Matrix_Multiplication_11_min.mp4 12.59 MB
03_III._Linear_Algebra_Review_Week_1_Optional/05_Matrix_Multiplication_Properties_9_min.mp4 9.81 MB
03_III._Linear_Algebra_Review_Week_1_Optional/06_Inverse_and_Transpose_11_min.mp4 12.87 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.mp4 8.84 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/02_Gradient_Descent_for_Multiple_Variables_5_min.mp4 5.78 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.mp4 9.46 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.mp4 9.26 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.mp4 8.26 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.mp4 17.13 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.mp4 6.24 MB
05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.mp4 17.72 MB
05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.mp4 20.77 MB
05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.mp4 15.25 MB
05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.mp4 13.32 MB
05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.mp4 16.49 MB
05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.mp4 16.09 MB
05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.mp4 5.46 MB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.mp4 8.77 MB
06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.mp4 8.34 MB
06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.mp4 16.74 MB
06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.mp4 13.09 MB
06_VI._Logistic_Regression_Week_3/05_Simplified_Cost_Function_and_Gradient_Descent_10_min.mp4 11.96 MB
06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.mp4 18.15 MB
06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.mp4 6.93 MB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.mp4 11.15 MB
07_VII._Regularization_Week_3/02_Cost_Function_10_min.mp4 11.63 MB
07_VII._Regularization_Week_3/03_Regularized_Linear_Regression_11_min.mp4 12 MB
07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.mp4 10.89 MB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.mp4 10.88 MB
08_VIII._Neural_Networks-_Representation_Week_4/02_Neurons_and_the_Brain_8_min.mp4 9.89 MB
08_VIII._Neural_Networks-_Representation_Week_4/03_Model_Representation_I_12_min.mp4 13.51 MB
08_VIII._Neural_Networks-_Representation_Week_4/04_Model_Representation_II_12_min.mp4 13.45 MB
08_VIII._Neural_Networks-_Representation_Week_4/05_Examples_and_Intuitions_I_7_min.mp4 7.89 MB
08_VIII._Neural_Networks-_Representation_Week_4/06_Examples_and_Intuitions_II_10_min.mp4 14 MB
08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.mp4 4.83 MB
09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.mp4 7.66 MB
09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.mp4 13.94 MB
09_IX._Neural_Networks-_Learning_Week_5/03_Backpropagation_Intuition_13_min.mp4 15.44 MB
09_IX._Neural_Networks-_Learning_Week_5/04_Implementation_Note-_Unrolling_Parameters_8_min.mp4 9.38 MB
09_IX._Neural_Networks-_Learning_Week_5/05_Gradient_Checking_12_min.mp4 13.5 MB
09_IX._Neural_Networks-_Learning_Week_5/06_Random_Initialization_7_min.mp4 7.56 MB
09_IX._Neural_Networks-_Learning_Week_5/07_Putting_It_Together_14_min.mp4 16.3 MB
09_IX._Neural_Networks-_Learning_Week_5/08_Autonomous_Driving_7_min.mp4 14.88 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.mp4 6.86 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/02_Evaluating_a_Hypothesis_8_min.mp4 8.48 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/03_Model_Selection_and_Train-Validation-Test_Sets_12_min.mp4 14.07 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/04_Diagnosing_Bias_vs._Variance_8_min.mp4 8.97 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/05_Regularization_and_Bias-Variance_11_min.mp4 12.6 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/06_Learning_Curves_12_min.mp4 12.92 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/07_Deciding_What_to_Do_Next_Revisited_7_min.mp4 8.18 MB
11_XI._Machine_Learning_System_Design_Week_6/01_Prioritizing_What_to_Work_On_10_min.mp4 11.17 MB
11_XI._Machine_Learning_System_Design_Week_6/02_Error_Analysis_13_min.mp4 15.43 MB
11_XI._Machine_Learning_System_Design_Week_6/03_Error_Metrics_for_Skewed_Classes_12_min.mp4 13.25 MB
11_XI._Machine_Learning_System_Design_Week_6/04_Trading_Off_Precision_and_Recall_14_min.mp4 15.99 MB
11_XI._Machine_Learning_System_Design_Week_6/05_Data_For_Machine_Learning_11_min.mp4 12.87 MB
12_XII._Support_Vector_Machines_Week_7/01_Optimization_Objective_15_min.mp4 16.65 MB
12_XII._Support_Vector_Machines_Week_7/02_Large_Margin_Intuition_11_min.mp4 11.81 MB
12_XII._Support_Vector_Machines_Week_7/03_Mathematics_Behind_Large_Margin_Classification_Optional_20_min.mp4 21.83 MB
12_XII._Support_Vector_Machines_Week_7/04_Kernels_I_16_min.mp4 17.57 MB
12_XII._Support_Vector_Machines_Week_7/05_Kernels_II_16_min.mp4 17.45 MB
12_XII._Support_Vector_Machines_Week_7/06_Using_An_SVM_21_min.mp4 23.95 MB
13_XIII._Clustering_Week_8/01_Unsupervised_Learning-_Introduction_3_min.mp4 3.8 MB
13_XIII._Clustering_Week_8/02_K-Means_Algorithm_13_min.mp4 13.81 MB
13_XIII._Clustering_Week_8/03_Optimization_Objective_7_min.mp4 8.15 MB
13_XIII._Clustering_Week_8/04_Random_Initialization_8_min.mp4 8.67 MB
13_XIII._Clustering_Week_8/05_Choosing_the_Number_of_Clusters_8_min.mp4 9.4 MB
14_XIV._Dimensionality_Reduction_Week_8/01_Motivation_I-_Data_Compression_10_min.mp4 14.31 MB
14_XIV._Dimensionality_Reduction_Week_8/02_Motivation_II-_Visualization_6_min.mp4 6.3 MB
14_XIV._Dimensionality_Reduction_Week_8/03_Principal_Component_Analysis_Problem_Formulation_9_min.mp4 10.45 MB
14_XIV._Dimensionality_Reduction_Week_8/04_Principal_Component_Analysis_Algorithm_15_min.mp4 17.79 MB
14_XIV._Dimensionality_Reduction_Week_8/05_Choosing_the_Number_of_Principal_Components_11_min.mp4 11.84 MB
14_XIV._Dimensionality_Reduction_Week_8/06_Reconstruction_from_Compressed_Representation_4_min.mp4 4.98 MB
14_XIV._Dimensionality_Reduction_Week_8/07_Advice_for_Applying_PCA_13_min.mp4 14.7 MB
15_XV._Anomaly_Detection_Week_9/01_Problem_Motivation_8_min.mp4 8.35 MB
15_XV._Anomaly_Detection_Week_9/02_Gaussian_Distribution_10_min.mp4 11.69 MB
15_XV._Anomaly_Detection_Week_9/03_Algorithm_12_min.mp4 13.95 MB
15_XV._Anomaly_Detection_Week_9/04_Developing_and_Evaluating_an_Anomaly_Detection_System_13_min.mp4 15.15 MB
15_XV._Anomaly_Detection_Week_9/05_Anomaly_Detection_vs._Supervised_Learning_8_min.mp4 9.28 MB
15_XV._Anomaly_Detection_Week_9/06_Choosing_What_Features_to_Use_12_min.mp4 14.12 MB
15_XV._Anomaly_Detection_Week_9/07_Multivariate_Gaussian_Distribution_Optional_14_min.mp4 15.93 MB
15_XV._Anomaly_Detection_Week_9/08_Anomaly_Detection_using_the_Multivariate_Gaussian_Distribution_Optional_14_min.mp4 16.34 MB
16_XVI._Recommender_Systems_Week_9/01_Problem_Formulation_8_min.mp4 10.67 MB
16_XVI._Recommender_Systems_Week_9/02_Content_Based_Recommendations_15_min.mp4 16.93 MB
16_XVI._Recommender_Systems_Week_9/03_Collaborative_Filtering_10_min.mp4 11.75 MB
16_XVI._Recommender_Systems_Week_9/04_Collaborative_Filtering_Algorithm_9_min.mp4 10.31 MB
16_XVI._Recommender_Systems_Week_9/05_Vectorization-_Low_Rank_Matrix_Factorization_8_min.mp4 9.68 MB
16_XVI._Recommender_Systems_Week_9/06_Implementational_Detail-_Mean_Normalization_9_min.mp4 9.71 MB
17_XVII._Large_Scale_Machine_Learning_Week_10/01_Learning_With_Large_Datasets_6_min.mp4 6.5 MB
17_XVII._Large_Scale_Machine_Learning_Week_10/02_Stochastic_Gradient_Descent_13_min.mp4 15.33 MB
17_XVII._Large_Scale_Machine_Learning_Week_10/03_Mini-Batch_Gradient_Descent_6_min.mp4 7.32 MB
17_XVII._Large_Scale_Machine_Learning_Week_10/04_Stochastic_Gradient_Descent_Convergence_12_min.mp4 13.33 MB
17_XVII._Large_Scale_Machine_Learning_Week_10/05_Online_Learning_13_min.mp4 14.91 MB
17_XVII._Large_Scale_Machine_Learning_Week_10/06_Map_Reduce_and_Data_Parallelism_14_min.mp4 16.06 MB
18_XVIII._Application_Example-_Photo_OCR/01_Problem_Description_and_Pipeline_7_min.mp4 7.91 MB
18_XVIII._Application_Example-_Photo_OCR/02_Sliding_Windows_15_min.mp4 16.52 MB
18_XVIII._Application_Example-_Photo_OCR/03_Getting_Lots_of_Data_and_Artificial_Data_16_min.mp4 18.82 MB
18_XVIII._Application_Example-_Photo_OCR/04_Ceiling_Analysis-_What_Part_of_the_Pipeline_to_Work_on_Next_14_min.mp4 16.11 MB
19_XIX._Conclusion/01_Summary_and_Thank_You_5_min.mp4 6.09 MB
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