詳細目錄:4 j( |6 M! e+ n$ m0 l
: Q* H n! |- W$ B) U
└─Mining Massive Datasets – Stanford
├─01_Week_1_Materials
│ 01_Distributed_File_Systems_15-50.mp4
│ 01_Distributed_File_Systems_15-50.pdf, _+ N, o5 _7 d( ]7 w& T
│ 01_Distributed_File_Systems_15-50.srt
│ 01_Distributed_File_Systems_15-50.txt8 _' o7 R( b0 j! w: Q
│ 02_The_MapReduce_Computational_Model_22-04.mp4! B, y' K. [5 o
│ 02_The_MapReduce_Computational_Model_22-04.pdf6 h' m/ ~8 `% [- Y8 f
│ 02_The_MapReduce_Computational_Model_22-04.srt
│ 02_The_MapReduce_Computational_Model_22-04.txt6 o7 L3 L K# e. z. F C) Y( k; {; \\
│ 03_Scheduling_and_Data_Flow_12-43.mp49 j" c& [9 e5 m# w3 |
│ 03_Scheduling_and_Data_Flow_12-43.pdf
│ 03_Scheduling_and_Data_Flow_12-43.srt/ h i0 q) ?! f% C4 F
│ 03_Scheduling_and_Data_Flow_12-43.txt5 L/ ~0 S8 k2 N5 X
│ 04_Combiners_and_Partition_Functions_12-17_Advanced.mp4* ?) u1 {) U5 E" y3 s; D
│ 04_Combiners_and_Partition_Functions_12-17_Advanced.pdf$ j( z+ C8 ^: @' E; c
│ 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.mp43 z1 z: Q2 h' j% M2 s4 l0 v
│ 05_Link_Analysis_and_PageRank_9-39.pdf( H9 T3 e9 S: |7 V5 F
│ 05_Link_Analysis_and_PageRank_9-39.srt
│ 05_Link_Analysis_and_PageRank_9-39.txt" J' G1 a3 o' e7 u- B7 P
│ 06_PageRank-_The_Flow_Formulation_9-16.mp49 e, E% W5 V6 K
│ 06_PageRank-_The_Flow_Formulation_9-16.pdf( n1 W) g) Z& ?, d9 B7 U
│ 06_PageRank-_The_Flow_Formulation_9-16.srt
│ 06_PageRank-_The_Flow_Formulation_9-16.txt8 j/ b; i. u3 r- r2 y! l# L O
│ 07_PageRank-_The_Matrix_Formulation_8-02.mp4
│ 07_PageRank-_The_Matrix_Formulation_8-02.pdf* M; a, ]3 R0 [8 t* O b, m
│ 07_PageRank-_The_Matrix_Formulation_8-02.srt
│ 07_PageRank-_The_Matrix_Formulation_8-02.txt& \\7 m+ j; n6 l: v) T( Q1 j( F
│ 08_PageRank-_Power_Iteration_10-34.mp4
│ 08_PageRank-_Power_Iteration_10-34.pdf: \\. T, I; W- U" L4 y; y0 f4 A
│ 08_PageRank-_Power_Iteration_10-34.srt
│ 08_PageRank-_Power_Iteration_10-34.txt
│ 09_PageRank-_The_Google_Formulation_12-08.mp4. T! l" O2 Z, L
│ 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.mp40 `( H6 f4 A5 u3 G8 A8 Q
│ 10_Why_Teleports_Solve_the_Problem_12-26.pdf# ^( ^' f; m1 O6 U" C: I1 O" l k
│ 10_Why_Teleports_Solve_the_Problem_12-26.srt
│ 10_Why_Teleports_Solve_the_Problem_12-26.txt7 K0 [( i Q( }9 p7 J1 G; @) r+ s
│ 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
│ # O* N1 `4 z9 x) c' n
├─02_Week_2_Materials7 V3 ?% Q* ]' i; e+ i$ F9 A% I# s
│ 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% }$ n# n5 [0 M, y
│ 02_Minhashing_25-18.mp4
│ 02_Minhashing_25-18.pdf6 K' R. T8 Z D
│ 02_Minhashing_25-18.srt3 B, a( s& I9 K; s& Q* H9 d
│ 02_Minhashing_25-18.txt
│ 03_Locality-Sensitive_Hashing_19-24.mp49 }4 J; n) L) J0 e- p. P1 u/ Y
│ 03_Locality-Sensitive_Hashing_19-24.pdf+ t( ~" q) y/ B# U; z# b4 T
│ 03_Locality-Sensitive_Hashing_19-24.srt) g; |: ^6 q1 N3 P4 K
│ 03_Locality-Sensitive_Hashing_19-24.txt7 E$ A; I+ A! ?: t" v9 L- @! l' ]
│ 04_Applications_of_LSH_11-40.mp4
│ 04_Applications_of_LSH_11-40.pdf) ~6 ]3 q. Q2 ^$ |0 N
│ 04_Applications_of_LSH_11-40.srt4 v0 h- G8 ?- `- ?/ X, A9 f
│ 04_Applications_of_LSH_11-40.txt
│ 05_Fingerprint_Matching_7-07.mp4
│ 05_Fingerprint_Matching_7-07.pdf8 i$ |: e) x8 K k
│ 05_Fingerprint_Matching_7-07.srt
│ 05_Fingerprint_Matching_7-07.txt6 e9 h/ d- o3 u
│ 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( H8 K; c6 v$ U9 t, ]0 T% E) b! X* p
│ 07_Distance_Measures_22-39.mp4
│ 07_Distance_Measures_22-39.pdf
│ 07_Distance_Measures_22-39.srt' j: C L" x7 U. g+ B1 t3 k
│ 07_Distance_Measures_22-39.txt' J0 Z) J" `! C4 d# v* m. J
│ 08_Nearest_Neighbor_Learning_11-39.mp4& O7 e1 k. w4 Z% F8 A3 l
│ 08_Nearest_Neighbor_Learning_11-39.pdf9 z$ Q6 f) Q- H/ S
│ 08_Nearest_Neighbor_Learning_11-39.srt
│ 08_Nearest_Neighbor_Learning_11-39.txt& [6 A* p l" S) {
│ 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! b8 M. A, Z# J: L
│ 11_Improvements_to_A-Priori_17-26__Advanced.pdf F. [9 Y1 w+ H* ?
│ 11_Improvements_to_A-Priori_17-26__Advanced.srt/ }3 F- J! r' w* F: U5 ~
│ 11_Improvements_to_A-Priori_17-26__Advanced.txt
│ 12_All_or_Most_Frequent_Itemsets_in_2_Passes_14-40_Advanced.mp4: C9 s/ v2 j8 f9 e& ^
│ 12_All_or_Most_Frequent_Itemsets_in_2_Passes_14-40_Advanced.pdf$ K- a# J, l% \\
│ 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.txt8 t& o8 B# T3 L E
│ ( h0 }/ H* @9 w% ?8 C
├─03_Week_3_Materials& a" r, d- _6 q/ |" z$ X4 k
│ 01_Community_Detection_in_Graphs-_Motivation_5-44.mp4
│ 01_Community_Detection_in_Graphs-_Motivation_5-44.pdf1 Y! b) D7 L# D5 N
│ 01_Community_Detection_in_Graphs-_Motivation_5-44.srt
│ 01_Community_Detection_in_Graphs-_Motivation_5-44.txt3 X; I% V J, T4 X- r, l+ F
│ 02_The_Affiliation_Graph_Model_10-04.mp4
│ 02_The_Affiliation_Graph_Model_10-04.pdf5 q' V5 v5 f4 {& l) C* y0 }0 l
│ 02_The_Affiliation_Graph_Model_10-04.srt& D; M' {% }4 S
│ 02_The_Affiliation_Graph_Model_10-04.txt
│ 03_From_AGM_to_BIGCLAM_8-48.mp4
│ 03_From_AGM_to_BIGCLAM_8-48.pdf* m3 C; v; q* K$ W
│ 03_From_AGM_to_BIGCLAM_8-48.srt
│ 03_From_AGM_to_BIGCLAM_8-48.txt8 P3 g& o. f z3 M; x
│ 04_Solving_the_BIGCLAM_9-19.mp4& G% G, Y/ @: r0 b* a/ T, E2 T
│ 04_Solving_the_BIGCLAM_9-19.pdf9 i, y/ z) N1 N7 G9 |1 @" y" Z
│ 04_Solving_the_BIGCLAM_9-19.srt
│ 04_Solving_the_BIGCLAM_9-19.txt7 V9 K8 [. y* n9 N
│ 05_Detecting_Communities_as_Clusters_8-39_Advanced.mp4( K# k6 l3 m l* \\
│ 05_Detecting_Communities_as_Clusters_8-39_Advanced.pdf+ y" j- ^% I% G0 [: ~
│ 05_Detecting_Communities_as_Clusters_8-39_Advanced.srt
│ 05_Detecting_Communities_as_Clusters_8-39_Advanced.txt1 ?1 e/ r: C1 v+ j1 T
│ 06_What_Makes_a_Good_Cluster_8-48_Advanced.mp40 _) l5 f* i/ I2 W
│ 06_What_Makes_a_Good_Cluster_8-48_Advanced.pdf N8 z+ q" c1 ^3 C2 t
│ 06_What_Makes_a_Good_Cluster_8-48_Advanced.srt' P5 u5 T b" V
│ 06_What_Makes_a_Good_Cluster_8-48_Advanced.txt8 K8 [" d' o7 X5 \\* \\/ V
│ 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.txt2 g, E4 p2 `" u+ W! y; u0 a; ^
│ 08_Examples_of_Eigendecompositions_of_Graphs_6-16_Advanced.mp49 ^2 H5 A& r8 G; j6 _5 a
│ 08_Examples_of_Eigendecompositions_of_Graphs_6-16_Advanced.pdf– `# s0 E( F) a! A" p
│ 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.mp43 h: L- H$ o0 U( |7 S# t" @6 V6 W+ t
│ 09_Defining_the_Graph_Laplacian_3-27_Advanced.pdf
│ 09_Defining_the_Graph_Laplacian_3-27_Advanced.srt1 A3 G% q, p# {( R! Y
│ 09_Defining_the_Graph_Laplacian_3-27_Advanced.txt9 W+ r6 m& ^& Q# Z! G1 c4 \\* c
│ 10_Spectral_Graph_Partitioning-_Finding_a_Partition_13-25_Advanced.mp4$ [7 k" x+ q+ J
│ 10_Spectral_Graph_Partitioning-_Finding_a_Partition_13-25_Advanced.pdf– N+ V- ~8 K+ [0 n" ]' E
│ 10_Spectral_Graph_Partitioning-_Finding_a_Partition_13-25_Advanced.srt
│ 10_Spectral_Graph_Partitioning-_Finding_a_Partition_13-25_Advanced.txt6 ~3 @& Q9 g* p! K% {
│ 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.srt1 p, g+ V" E: }& d, z
│ 11_Spectral_Clustering-_Three_Steps_7-17_Advanced.txt
│ 12_Analysis_of_Large_Graphs-_Trawling_9-02_Advanced.mp4( ^- W# A% `% l5 ^7 j$ N
│ 12_Analysis_of_Large_Graphs-_Trawling_9-02_Advanced.pdf, X$ N* g2 m" l s! y. w3 z
│ 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.pdf5 y5 B- G3 G9 o0 r
│ 13_Mining_Data_Streams_12-01.srt
│ 13_Mining_Data_Streams_12-01.txt2 p! h1 R* U$ O% K# ~) Q
│ 14_Counting_1s_29-00_Advanced.mp4
│ 14_Counting_1s_29-00_Advanced.pdf* g" R. ]/ p- z# K, \\4 y. D; I9 b) x
│ 14_Counting_1s_29-00_Advanced.srt2 m+ c3 ?; x$ A7 B% q# B' J# n
│ 14_Counting_1s_29-00_Advanced.txt
│ 15_
