94集高手来美国斯坦福大学顶级数据分析视频教程全英文+字幕+google教材

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详细目录:

└─Mining Massive Datasets – Stanford
├─01_Week_1_Materials
│    01_Distributed_File_Systems_15-50.mp4
│    01_Distributed_File_Systems_15-50.pdf
│    01_Distributed_File_Systems_15-50.srt
│    01_Distributed_File_Systems_15-50.txt
│    02_The_MapReduce_Computational_Model_22-04.mp4
│    02_The_MapReduce_Computational_Model_22-04.pdf
│    02_The_MapReduce_Computational_Model_22-04.srt
│    02_The_MapReduce_Computational_Model_22-04.txt
│    03_Scheduling_and_Data_Flow_12-43.mp4
│    03_Scheduling_and_Data_Flow_12-43.pdf
│    03_Scheduling_and_Data_Flow_12-43.srt
│    03_Scheduling_and_Data_Flow_12-43.txt
│    04_Combiners_and_Partition_Functions_12-17_Advanced.mp4
│    04_Combiners_and_Partition_Functions_12-17_Advanced.pdf
│    04_Combiners_and_Partition_Functions_12-17_Advanced.srt
│    04_Combiners_and_Partition_Functions_12-17_Advanced.txt
│    05_Link_Analysis_and_PageRank_9-39.mp4
│    05_Link_Analysis_and_PageRank_9-39.pdf
│    05_Link_Analysis_and_PageRank_9-39.srt
│    05_Link_Analysis_and_PageRank_9-39.txt
│    06_PageRank-_The_Flow_Formulation_9-16.mp4
│    06_PageRank-_The_Flow_Formulation_9-16.pdf
│    06_PageRank-_The_Flow_Formulation_9-16.srt
│    06_PageRank-_The_Flow_Formulation_9-16.txt
│    07_PageRank-_The_Matrix_Formulation_8-02.mp4
│    07_PageRank-_The_Matrix_Formulation_8-02.pdf
│    07_PageRank-_The_Matrix_Formulation_8-02.srt
│    07_PageRank-_The_Matrix_Formulation_8-02.txt
│    08_PageRank-_Power_Iteration_10-34.mp4
│    08_PageRank-_Power_Iteration_10-34.pdf
│    08_PageRank-_Power_Iteration_10-34.srt
│    08_PageRank-_Power_Iteration_10-34.txt
│    09_PageRank-_The_Google_Formulation_12-08.mp4
│    09_PageRank-_The_Google_Formulation_12-08.pdf
│    09_PageRank-_The_Google_Formulation_12-08.srt
│    09_PageRank-_The_Google_Formulation_12-08.txt
│    10_Why_Teleports_Solve_the_Problem_12-26.mp4
│    10_Why_Teleports_Solve_the_Problem_12-26.pdf
│    10_Why_Teleports_Solve_the_Problem_12-26.srt
│    10_Why_Teleports_Solve_the_Problem_12-26.txt
│    11_How_we_Really_Compute_PageRank_13-49.mp4
│    11_How_we_Really_Compute_PageRank_13-49.pdf
│    11_How_we_Really_Compute_PageRank_13-49.srt
│    11_How_we_Really_Compute_PageRank_13-49.txt
│
├─02_Week_2_Materials
│    01_Finding_Similar_Sets_13-37.mp4
│    01_Finding_Similar_Sets_13-37.pdf
│    01_Finding_Similar_Sets_13-37.srt
│    01_Finding_Similar_Sets_13-37.txt
│    02_Minhashing_25-18.mp4
│    02_Minhashing_25-18.pdf
│    02_Minhashing_25-18.srt
│    02_Minhashing_25-18.txt
│    03_Locality-Sensitive_Hashing_19-24.mp4
│    03_Locality-Sensitive_Hashing_19-24.pdf
│    03_Locality-Sensitive_Hashing_19-24.srt
│    03_Locality-Sensitive_Hashing_19-24.txt
│    04_Applications_of_LSH_11-40.mp4
│    04_Applications_of_LSH_11-40.pdf
│    04_Applications_of_LSH_11-40.srt
│    04_Applications_of_LSH_11-40.txt
│    05_Fingerprint_Matching_7-07.mp4
│    05_Fingerprint_Matching_7-07.pdf
│    05_Fingerprint_Matching_7-07.srt
│    05_Fingerprint_Matching_7-07.txt
│    06_Finding_Duplicate_News_Articles_6-08.mp4
│    06_Finding_Duplicate_News_Articles_6-08.pdf
│    06_Finding_Duplicate_News_Articles_6-08.srt
│    06_Finding_Duplicate_News_Articles_6-08.txt
│    07_Distance_Measures_22-39.mp4
│    07_Distance_Measures_22-39.pdf
│    07_Distance_Measures_22-39.srt
│    07_Distance_Measures_22-39.txt
│    08_Nearest_Neighbor_Learning_11-39.mp4
│    08_Nearest_Neighbor_Learning_11-39.pdf
│    08_Nearest_Neighbor_Learning_11-39.srt
│    08_Nearest_Neighbor_Learning_11-39.txt
│    09_Frequent_Itemsets_29-50.mp4
│    09_Frequent_Itemsets_29-50.pdf
│    09_Frequent_Itemsets_29-50.srt
│    09_Frequent_Itemsets_29-50.txt
│    10_A-Priori_Algorithm_13-07.mp4
│    10_A-Priori_Algorithm_13-07.pdf
│    10_A-Priori_Algorithm_13-07.srt
│    10_A-Priori_Algorithm_13-07.txt
│    11_Improvements_to_A-Priori_17-26__Advanced.mp4
│    11_Improvements_to_A-Priori_17-26__Advanced.pdf
│    11_Improvements_to_A-Priori_17-26__Advanced.srt
│    11_Improvements_to_A-Priori_17-26__Advanced.txt
│    12_All_or_Most_Frequent_Itemsets_in_2_Passes_14-40_Advanced.mp4
│    12_All_or_Most_Frequent_Itemsets_in_2_Passes_14-40_Advanced.pdf
│    12_All_or_Most_Frequent_Itemsets_in_2_Passes_14-40_Advanced.srt
│    12_All_or_Most_Frequent_Itemsets_in_2_Passes_14-40_Advanced.txt
│
├─03_Week_3_Materials
│    01_Community_Detection_in_Graphs-_Motivation_5-44.mp4
│    01_Community_Detection_in_Graphs-_Motivation_5-44.pdf
│    01_Community_Detection_in_Graphs-_Motivation_5-44.srt
│    01_Community_Detection_in_Graphs-_Motivation_5-44.txt
│    02_The_Affiliation_Graph_Model_10-04.mp4
│    02_The_Affiliation_Graph_Model_10-04.pdf
│    02_The_Affiliation_Graph_Model_10-04.srt
│    02_The_Affiliation_Graph_Model_10-04.txt
│    03_From_AGM_to_BIGCLAM_8-48.mp4
│    03_From_AGM_to_BIGCLAM_8-48.pdf
│    03_From_AGM_to_BIGCLAM_8-48.srt
│    03_From_AGM_to_BIGCLAM_8-48.txt
│    04_Solving_the_BIGCLAM_9-19.mp4
│    04_Solving_the_BIGCLAM_9-19.pdf
│    04_Solving_the_BIGCLAM_9-19.srt
│    04_Solving_the_BIGCLAM_9-19.txt
│    05_Detecting_Communities_as_Clusters_8-39_Advanced.mp4
│    05_Detecting_Communities_as_Clusters_8-39_Advanced.pdf
│    05_Detecting_Communities_as_Clusters_8-39_Advanced.srt
│    05_Detecting_Communities_as_Clusters_8-39_Advanced.txt
│    06_What_Makes_a_Good_Cluster_8-48_Advanced.mp4
│    06_What_Makes_a_Good_Cluster_8-48_Advanced.pdf
│    06_What_Makes_a_Good_Cluster_8-48_Advanced.srt
│    06_What_Makes_a_Good_Cluster_8-48_Advanced.txt
│    07_The_Graph_Laplacian_Matrix_6-51_Advanced.mp4
│    07_The_Graph_Laplacian_Matrix_6-51_Advanced.pdf
│    07_The_Graph_Laplacian_Matrix_6-51_Advanced.srt
│    07_The_Graph_Laplacian_Matrix_6-51_Advanced.txt
│    08_Examples_of_Eigendecompositions_of_Graphs_6-16_Advanced.mp4
│    08_Examples_of_Eigendecompositions_of_Graphs_6-16_Advanced.pdf
│    08_Examples_of_Eigendecompositions_of_Graphs_6-16_Advanced.srt
│    08_Examples_of_Eigendecompositions_of_Graphs_6-16_Advanced.txt
│    09_Defining_the_Graph_Laplacian_3-27_Advanced.mp4
│    09_Defining_the_Graph_Laplacian_3-27_Advanced.pdf
│    09_Defining_the_Graph_Laplacian_3-27_Advanced.srt
│    09_Defining_the_Graph_Laplacian_3-27_Advanced.txt
│    10_Spectral_Graph_Partitioning-_Finding_a_Partition_13-25_Advanced.mp4
│    10_Spectral_Graph_Partitioning-_Finding_a_Partition_13-25_Advanced.pdf
│    10_Spectral_Graph_Partitioning-_Finding_a_Partition_13-25_Advanced.srt
│    10_Spectral_Graph_Partitioning-_Finding_a_Partition_13-25_Advanced.txt
│    11_Spectral_Clustering-_Three_Steps_7-17_Advanced.mp4
│    11_Spectral_Clustering-_Three_Steps_7-17_Advanced.pdf
│    11_Spectral_Clustering-_Three_Steps_7-17_Advanced.srt
│    11_Spectral_Clustering-_Three_Steps_7-17_Advanced.txt
│    12_Analysis_of_Large_Graphs-_Trawling_9-02_Advanced.mp4
│    12_Analysis_of_Large_Graphs-_Trawling_9-02_Advanced.pdf
│    12_Analysis_of_Large_Graphs-_Trawling_9-02_Advanced.srt
│    12_Analysis_of_Large_Graphs-_Trawling_9-02_Advanced.txt
│    13_Mining_Data_Streams_12-01.mp4
│    13_Mining_Data_Streams_12-01.pdf
│    13_Mining_Data_Streams_12-01.srt
│    13_Mining_Data_Streams_12-01.txt
│    14_Counting_1s_29-00_Advanced.mp4
│    14_Counting_1s_29-00_Advanced.pdf
│    14_Counting_1s_29-00_Advanced.srt
│    14_Counting_1s_29-00_Advanced.txt
│    15_Bloom_Filters_18-00.mp4
│    15_Bloom_Filters_18-00.pdf
│    15_Bloom_Filters_18-00.srt
│    15_Bloom_Filters_18-00.txt
│    16_Sampling_a_Stream_11-30.mp4
│    16_Sampling_a_Stream_11-30.pdf
│    16_Sampling_a_Stream_11-30.srt
│    16_Sampling_a_Stream_11-30.txt
│    17_Counting_Distinct_Elements_25-59_Advanced.mp4
│    17_Counting_Distinct_Elements_25-59_Advanced.pdf
│    17_Counting_Distinct_Elements_25-59_Advanced.srt
│    17_Counting_Distinct_Elements_25-59_Advanced.txt
│
├─04_Week_4_Materials
│    01_Overview_of_Recommender_Systems_16-51.mp4
│    01_Overview_of_Recommender_Systems_16-51.pdf
│    01_Overview_of_Recommender_Systems_16-51.srt
│    01_Overview_of_Recommender_Systems_16-51.txt
│    02_Content-Based_Recommendations_21-00.mp4
│    02_Content-Based_Recommendations_21-00.pdf
│    02_Content-Based_Recommendations_21-00.srt
│    02_Content-Based_Recommendations_21-00.txt
│    03_Collaborative_Filtering_20-52.mp4
│    03_Collaborative_Filtering_20-52.pdf
│    03_Collaborative_Filtering_20-52.srt
│    03_Collaborative_Filtering_20-52.txt
│    04_Implementing_Collaborative_Filtering_13-46_Advanced.mp4
│    04_Implementing_Collaborative_Filtering_13-46_Advanced.pdf
│    04_Implementing_Collaborative_Filtering_13-46_Advanced.srt
│    04_Implementing_Collaborative_Filtering_13-46_Advanced.txt
│    05_Evaluating_Recommender_Systems_6-09.mp4
│    05_Evaluating_Recommender_Systems_6-09.pdf
│    05_Evaluating_Recommender_Systems_6-09.srt
│    05_Evaluating_Recommender_Systems_6-09.txt
│    06_Dimensionality_Reduction-_Introduction_12-01.mp4
│    06_Dimensionality_Reduction-_Introduction_12-01.pdf
│    06_Dimensionality_Reduction-_Introduction_12-01.srt
│    06_Dimensionality_Reduction-_Introduction_12-01.txt
│    07_Singular-Value_Decomposition_13-39.mp4
│    07_Singular-Value_Decomposition_13-39.pdf
│    07_Singular-Value_Decomposition_13-39.srt
│    07_Singular-Value_Decomposition_13-39.txt
│    08_Dimensionality_Reduction_with_SVD_9-04.mp4
│    08_Dimensionality_Reduction_with_SVD_9-04.pdf
│    08_Dimensionality_Reduction_with_SVD_9-04.srt
│    08_Dimensionality_Reduction_with_SVD_9-04.txt
│    09_SVD_Gives_the_Best_Low-Rank_Approximation_8-28_Advanced.mp4
│    09_SVD_Gives_the_Best_Low-Rank_Approximation_8-28_Advanced.pdf
│    09_SVD_Gives_the_Best_Low-Rank_Approximation_8-28_Advanced.srt
│    09_SVD_Gives_the_Best_Low-Rank_Approximation_8-28_Advanced.txt
│    10_SVD_Example_and_Conclusion_11-58.mp4
│    10_SVD_Example_and_Conclusion_11-58.pdf
│    10_SVD_Example_and_Conclusion_11-58.srt
│    10_SVD_Example_and_Conclusion_11-58.txt
│    11_CUR_Decomposition_6-27_Advanced.mp4
│    11_CUR_Decomposition_6-27_Advanced.pdf
│    11_CUR_Decomposition_6-27_Advanced.srt
│    11_CUR_Decomposition_6-27_Advanced.txt
│    12_The_CUR_Algorithm_6-15_Advanced.mp4
│    12_The_CUR_Algorithm_6-15_Advanced.pdf
│    12_The_CUR_Algorithm_6-15_Advanced.srt
│    12_The_CUR_Algorithm_6-15_Advanced.txt
│    13_Discussion_of_the_CUR_Method_7-09.mp4
│    13_Discussion_of_the_CUR_Method_7-09.pdf
│    13_Discussion_of_the_CUR_Method_7-09.srt
│    13_Discussion_of_the_CUR_Method_7-09.txt
│    14_Latent-Factor_Models_16-11.mp4
│    14_Latent-Factor_Models_16-11.pdf
│    14_Latent-Factor_Models_16-11.srt
│    14_Latent-Factor_Models_16-11.txt
│    15_Latent-Factor_Recommender_System_14-16.mp4
│    15_Latent-Factor_Recommender_System_14-16.pdf
│    15_Latent-Factor_Recommender_System_14-16.srt
│    15_Latent-Factor_Recommender_System_14-16.txt
│    16_Finding_the_Latent_Factors_13-20.mp4
│    16_Finding_the_Latent_Factors_13-20.pdf
│    16_Finding_the_Latent_Factors_13-20.srt
│    16_Finding_the_Latent_Factors_13-20.txt
│    17_Extension_to_Include_Global_Effects_9-42_Advanced.mp4
│    17_Extension_to_Include_Global_Effects_9-42_Advanced.pdf
│    17_Extension_to_Include_Global_Effects_9-42_Advanced.srt
│    17_Extension_to_Include_Global_Effects_9-42_Advanced.txt
│
├─05_Week_5_Materials
│    01_Overview_of_Clustering_8-46.mp4
│    01_Overview_of_Clustering_8-46.pdf
│    01_Overview_of_Clustering_8-46.srt
│    01_Overview_of_Clustering_8-46.txt
│    02_Hierarchical_Clustering_14-07.mp4
│    02_Hierarchical_Clustering_14-07.pdf
│    02_Hierarchical_Clustering_14-07.srt
│    02_Hierarchical_Clustering_14-07.txt
│    03_The_k-Means_Algorithm_12-49.mp4
│    03_The_k-Means_Algorithm_12-49.pdf
│    03_The_k-Means_Algorithm_12-49.srt
│    03_The_k-Means_Algorithm_12-49.txt
│    04_The_BFR_Algorithm_25-01.mp4
│    04_The_BFR_Algorithm_25-01.pdf
│    04_The_BFR_Algorithm_25-01.srt
│    04_The_BFR_Algorithm_25-01.txt
│    05_The_CURE_Algorithm_15-13_Advanced.mp4
│    05_The_CURE_Algorithm_15-13_Advanced.pdf
│    05_The_CURE_Algorithm_15-13_Advanced.srt
│    05_The_CURE_Algorithm_15-13_Advanced.txt
│    06_Computational_Advertising-_Bipartite_Graph_Matching_24-47.mp4
│    06_Computational_Advertising-_Bipartite_Graph_Matching_24-47.pdf
│    06_Computational_Advertising-_Bipartite_Graph_Matching_24-47.srt
│    06_Computational_Advertising-_Bipartite_Graph_Matching_24-47.txt
│    07_The_AdWords_Problem_19-21.mp4
│    07_The_AdWords_Problem_19-21.pdf
│    07_The_AdWords_Problem_19-21.srt
│    07_The_AdWords_Problem_19-21.txt
│    08_The_Balance_Algorithm_15-16.mp4
│    08_The_Balance_Algorithm_15-16.pdf
│    08_The_Balance_Algorithm_15-16.srt
│    08_The_Balance_Algorithm_15-16.txt
│    09_Generalized_Balance_14-35_Advanced.mp4
│    09_Generalized_Balance_14-35_Advanced.pdf
│    09_Generalized_Balance_14-35_Advanced.srt
│    09_Generalized_Balance_14-35_Advanced.txt
│
├─06_Week_6_Materials
│    01_Support_Vector_Machines-_Introduction_7-30.mp4
│    01_Support_Vector_Machines-_Introduction_7-30.pdf
│    01_Support_Vector_Machines-_Introduction_7-30.srt
│    01_Support_Vector_Machines-_Introduction_7-30.txt
│    02_Support_Vector_Machines-_Mathematical_Formulation_12-15.mp4
│    02_Support_Vector_Machines-_Mathematical_Formulation_12-15.pdf
│    02_Support_Vector_Machines-_Mathematical_Formulation_12-15.srt
│    02_Support_Vector_Machines-_Mathematical_Formulation_12-15.txt
│    03_What_is_the_Margin_8-22.mp4
│    03_What_is_the_Margin_8-22.pdf
│    03_What_is_the_Margin_8-22.srt
│    03_What_is_the_Margin_8-22.txt
│    04_Soft-Margin_SVMs_9-46.mp4
│    04_Soft-Margin_SVMs_9-46.pdf
│    04_Soft-Margin_SVMs_9-46.srt
│    04_Soft-Margin_SVMs_9-46.txt
│    05_How_to_Compute_the_Margin_14-36_Advanced.mp4
│    05_How_to_Compute_the_Margin_14-36_Advanced.pdf
│    05_How_to_Compute_the_Margin_14-36_Advanced.srt
│    05_How_to_Compute_the_Margin_14-36_Advanced.txt
│    06_Support_Vector_Machines-_Example_7-07.mp4
│    06_Support_Vector_Machines-_Example_7-07.pdf
│    06_Support_Vector_Machines-_Example_7-07.srt
│    06_Support_Vector_Machines-_Example_7-07.txt
│    07_Decision_Trees_8-33.mp4
│    07_Decision_Trees_8-33.pdf
│    07_Decision_Trees_8-33.srt
│    07_Decision_Trees_8-33.txt
│    08_How_to_Construct_a_Tree_13-21.mp4
│    08_How_to_Construct_a_Tree_13-21.pdf
│    08_How_to_Construct_a_Tree_13-21.srt
│    08_How_to_Construct_a_Tree_13-21.txt
│    09_Information_Gain_9-50.mp4
│    09_Information_Gain_9-50.pdf
│    09_Information_Gain_9-50.srt
│    09_Information_Gain_9-50.txt
│    10_Building_Decision_Trees_Using_MapReduce_8-14_Advanced.mp4
│    10_Building_Decision_Trees_Using_MapReduce_8-14_Advanced.pdf
│    10_Building_Decision_Trees_Using_MapReduce_8-14_Advanced.srt
│    10_Building_Decision_Trees_Using_MapReduce_8-14_Advanced.txt
│    11_Decision_Trees-_Conclusion_7-25.mp4
│    11_Decision_Trees-_Conclusion_7-25.pdf
│    11_Decision_Trees-_Conclusion_7-25.srt
│    11_Decision_Trees-_Conclusion_7-25.txt
│    12_MapReduce_Algorithms_Part_I_10-51_Advanced.mp4
│    12_MapReduce_Algorithms_Part_I_10-51_Advanced.pdf
│    12_MapReduce_Algorithms_Part_I_10-51_Advanced.srt
│    12_MapReduce_Algorithms_Part_I_10-51_Advanced.txt
│    13_MapReduce_Algorithms_Part_II_9-46_Advanced.mp4
│    13_MapReduce_Algorithms_Part_II_9-46_Advanced.pdf
│    13_MapReduce_Algorithms_Part_II_9-46_Advanced.srt
│    13_MapReduce_Algorithms_Part_II_9-46_Advanced.txt
│    14_Theory_of_MapReduce_Algorithms_19-39_Advanced.mp4
│    14_Theory_of_MapReduce_Algorithms_19-39_Advanced.pdf
│    14_Theory_of_MapReduce_Algorithms_19-39_Advanced.srt
│    14_Theory_of_MapReduce_Algorithms_19-39_Advanced.txt
│    15_Matrix_Multiplication_in_MapReduce_24-48_Advanced.mp4
│    15_Matrix_Multiplication_in_MapReduce_24-48_Advanced.pdf
│    15_Matrix_Multiplication_in_MapReduce_24-48_Advanced.srt
│    15_Matrix_Multiplication_in_MapReduce_24-48_Advanced.txt
│
└─07_Week_7_Materials
         01_LSH_Families_21-13.mp4
         01_LSH_Families_21-13.pdf
         01_LSH_Families_21-13.srt
         01_LSH_Families_21-13.txt
         02_More_About_LSH_Families_12-57.mp4
         02_More_About_LSH_Families_12-57.pdf
         02_More_About_LSH_Families_12-57.srt
         02_More_About_LSH_Families_12-57.txt
         03_Sets_and_Strings_With_a_High_Degree_of_Similarity_11-29_Advanced.mp4
         03_Sets_and_Strings_With_a_High_Degree_of_Similarity_11-29_Advanced.pdf
         03_Sets_and_Strings_With_a_High_Degree_of_Similarity_11-29_Advanced.srt
         03_Sets_and_Strings_With_a_High_Degree_of_Similarity_11-29_Advanced.txt
         04_Prefix_of_a_String_7-43_Advanced.mp4
         04_Prefix_of_a_String_7-43_Advanced.pdf
         04_Prefix_of_a_String_7-43_Advanced.srt
         04_Prefix_of_a_String_7-43_Advanced.txt
         05_Positions_Within_Prefixes_14-04_Advanced.mp4
         05_Positions_Within_Prefixes_14-04_Advanced.pdf
         05_Positions_Within_Prefixes_14-04_Advanced.srt
         05_Positions_Within_Prefixes_14-04_Advanced.txt
         06_Exploiting_Length_14-39_Advanced.mp4
         06_Exploiting_Length_14-39_Advanced.pdf
         06_Exploiting_Length_14-39_Advanced.srt
         06_Exploiting_Length_14-39_Advanced.txt
         07_Computing_PageRank_on_Big_Graphs_10-18_Advanced.mp4
         07_Computing_PageRank_on_Big_Graphs_10-18_Advanced.pdf
         07_Computing_PageRank_on_Big_Graphs_10-18_Advanced.srt
         07_Computing_PageRank_on_Big_Graphs_10-18_Advanced.txt
         08_Topic-Specific_PageRank_10-06.mp4
         08_Topic-Specific_PageRank_10-06.pdf
         08_Topic-Specific_PageRank_10-06.srt
         08_Topic-Specific_PageRank_10-06.txt
         09_Application_to_Measuring_Proximity_in_Graphs_6-25.mp4
         09_Application_to_Measuring_Proximity_in_Graphs_6-25.pdf
         09_Application_to_Measuring_Proximity_in_Graphs_6-25.srt
         09_Application_to_Measuring_Proximity_in_Graphs_6-25.txt
         10_Hubs_and_Authorities_15-16_Advanced.mp4
         10_Hubs_and_Authorities_15-16_Advanced.pdf
         10_Hubs_and_Authorities_15-16_Advanced.srt
         10_Hubs_and_Authorities_15-16_Advanced.txt
         11_Web_Spam-_Introduction_6-50.mp4
         11_Web_Spam-_Introduction_6-50.pdf
         11_Web_Spam-_Introduction_6-50.srt
         11_Web_Spam-_Introduction_6-50.txt
         12_Spam_Farms_8-00.mp4
         12_Spam_Farms_8-00.pdf
         12_Spam_Farms_8-00.srt
         12_Spam_Farms_8-00.txt
         13_TrustRank_10-05.mp4
         13_TrustRank_10-05.pdf
         13_TrustRank_10-05.srt
         13_TrustRank_10-05.txt