Download Free Download : Oreilly Graph Algorithms for Data Science
mp4 | Video: h264,1280X720 | Audio: AAC, 44.1 KHz
Genre:eLearning | Language: English | Size:1.52 GB
Files Included :
001 Part 1 Introduction to graphs.mp4 (7.55 MB)
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002 Chapter 1 Graphs and network science An introduction.mp4 (37.32 MB)
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003 Chapter 1 How to spot a graph-shaped problem.mp4 (20.17 MB)
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004 Chapter 1 Summary.mp4 (5.6 MB)
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005 Chapter 2 Representing network structure Designing your first graph model.mp4 (37.87 MB)
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006 Chapter 2 Network representations.mp4 (19.41 MB)
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007 Chapter 2 Designing your first labeled-property graph model.mp4 (55.91 MB)
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008 Chapter 2 Extracting knowledge from text.mp4 (42.39 MB)
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009 Chapter 2 Summary.mp4 (7.01 MB)
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010 Part 2 Network analysis.mp4 (5.57 MB)
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011 Chapter 3 Your first steps with Cypher query language.mp4 (96.99 MB)
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012 Chapter 3 Importing CSV files with Cypher.mp4 (54.51 MB)
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013 Chapter 3 Solutions to exercises.mp4 (4.81 MB)
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014 Chapter 3 Summary.mp4 (7.62 MB)
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015 Chapter 4 Exploratory graph analysis.mp4 (11.86 MB)
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016 Chapter 4 Aggregating data with Cypher query language.mp4 (37.08 MB)
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017 Chapter 4 Filtering graph patterns.mp4 (24.34 MB)
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018 Chapter 4 Counting subqueries.mp4 (5.2 MB)
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019 Chapter 4 Multiple aggregations in sequence.mp4 (12.83 MB)
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020 Chapter 4 Solutions to exercises.mp4 (4.62 MB)
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021 Chapter 4 Summary.mp4 (5.21 MB)
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022 Chapter 5 Introduction to social network analysis.mp4 (57.01 MB)
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023 Chapter 5 Introduction to the Neo4j Graph Data Science library.mp4 (15.8 MB)
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024 Chapter 5 Network characterization.mp4 (56.47 MB)
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025 Chapter 5 Identifying central nodes.mp4 (37.46 MB)
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026 Chapter 5 Solutions to exercises.mp4 (3.27 MB)
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027 Chapter 5 Summary.mp4 (8.98 MB)
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028 Chapter 6 Projecting monopartite networks.mp4 (53.56 MB)
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029 Chapter 6 Retweet network characterization.mp4 (28.37 MB)
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030 Chapter 6 Identifying the most influential content creators.mp4 (13.52 MB)
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031 Chapter 6 Solutions to exercises.mp4 (2.96 MB)
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032 Chapter 6 Summary.mp4 (5.94 MB)
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033 Chapter 7 Inferring co-occurrence networks based on bipartite networks.mp4 (71.34 MB)
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034 Chapter 7 Constructing the co-occurrence network.mp4 (56.77 MB)
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035 Chapter 7 Characterization of the co-occurrence network.mp4 (11.29 MB)
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036 Chapter 7 Community detection with the label propagation algorithm.mp4 (15.33 MB)
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037 Chapter 7 Identifying community representatives with PageRank.mp4 (15.38 MB)
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038 Chapter 7 Solutions to exercises.mp4 (2.09 MB)
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039 Chapter 7 Summary.mp4 (8.48 MB)
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040 Chapter 8 Constructing a nearest neighbor similarity network.mp4 (62.76 MB)
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041 Chapter 8 Constructing the nearest neighbor graph.mp4 (19.95 MB)
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042 Chapter 8 User segmentation with the community detection algorithm.mp4 (10.24 MB)
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043 Chapter 8 Solutions to exercises.mp4 (3.34 MB)
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044 Chapter 8 Summary.mp4 (5.28 MB)
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045 Part 3 Graph machine learning.mp4 (6.7 MB)
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046 Chapter 9 Node embeddings and classification.mp4 (33.87 MB)
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047 Chapter 9 Node classification task.mp4 (27.75 MB)
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048 Chapter 9 The node2vec algorithm.mp4 (60.81 MB)
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049 Chapter 9 Solutions to exercises.mp4 (416.48 KB)
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050 Chapter 9 Summary.mp4 (4.88 MB)
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051 Chapter 10 Link prediction.mp4 (34.42 MB)
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052 Chapter 10 Dataset split.mp4 (46.12 MB)
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053 Chapter 10 Network feature engineering.mp4 (43.15 MB)
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054 Chapter 10 Link prediction classification model.mp4 (20.6 MB)
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055 Chapter 10 Solutions to exercises.mp4 (2.09 MB)
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056 Chapter 10 Summary.mp4 (10.16 MB)
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057 Chapter 11 Knowledge graph completion.mp4 (37.59 MB)
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058 Chapter 11 Knowledge graph completion.mp4 (40.53 MB)
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059 Chapter 11 Solutions to exercises.mp4 (1.09 MB)
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060 Chapter 11 Summary.mp4 (5.93 MB)
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061 Chapter 12 Constructing a graph using natural language processing techniques.mp4 (25.62 MB)
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062 Chapter 12 Named entity recognition.mp4 (8.76 MB)
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063 Chapter 12 Relation extraction.mp4 (5.54 MB)
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064 Chapter 12 Implementation of information extraction pipeline.mp4 (37.54 MB)
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065 Chapter 12 Solutions to exercises.mp4 (1.64 MB)
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066 Chapter 12 Summary.mp4 (5.3 MB)
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067 Appendix The Neo4j environment.mp4 (12.61 MB)
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068 Appendix Neo4j installation.mp4 (8.73 MB)
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069 Appendix Neo4j Browser configuration.mp4 (1004.9 KB)
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002 Chapter 1 Graphs and network science An introduction.mp4 (37.32 MB)
MP4
003 Chapter 1 How to spot a graph-shaped problem.mp4 (20.17 MB)
MP4
004 Chapter 1 Summary.mp4 (5.6 MB)
MP4
005 Chapter 2 Representing network structure Designing your first graph model.mp4 (37.87 MB)
MP4
006 Chapter 2 Network representations.mp4 (19.41 MB)
MP4
007 Chapter 2 Designing your first labeled-property graph model.mp4 (55.91 MB)
MP4
008 Chapter 2 Extracting knowledge from text.mp4 (42.39 MB)
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009 Chapter 2 Summary.mp4 (7.01 MB)
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010 Part 2 Network analysis.mp4 (5.57 MB)
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011 Chapter 3 Your first steps with Cypher query language.mp4 (96.99 MB)
MP4
012 Chapter 3 Importing CSV files with Cypher.mp4 (54.51 MB)
MP4
013 Chapter 3 Solutions to exercises.mp4 (4.81 MB)
MP4
014 Chapter 3 Summary.mp4 (7.62 MB)
MP4
015 Chapter 4 Exploratory graph analysis.mp4 (11.86 MB)
MP4
016 Chapter 4 Aggregating data with Cypher query language.mp4 (37.08 MB)
MP4
017 Chapter 4 Filtering graph patterns.mp4 (24.34 MB)
MP4
018 Chapter 4 Counting subqueries.mp4 (5.2 MB)
MP4
019 Chapter 4 Multiple aggregations in sequence.mp4 (12.83 MB)
MP4
020 Chapter 4 Solutions to exercises.mp4 (4.62 MB)
MP4
021 Chapter 4 Summary.mp4 (5.21 MB)
MP4
022 Chapter 5 Introduction to social network analysis.mp4 (57.01 MB)
MP4
023 Chapter 5 Introduction to the Neo4j Graph Data Science library.mp4 (15.8 MB)
MP4
024 Chapter 5 Network characterization.mp4 (56.47 MB)
MP4
025 Chapter 5 Identifying central nodes.mp4 (37.46 MB)
MP4
026 Chapter 5 Solutions to exercises.mp4 (3.27 MB)
MP4
027 Chapter 5 Summary.mp4 (8.98 MB)
MP4
028 Chapter 6 Projecting monopartite networks.mp4 (53.56 MB)
MP4
029 Chapter 6 Retweet network characterization.mp4 (28.37 MB)
MP4
030 Chapter 6 Identifying the most influential content creators.mp4 (13.52 MB)
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031 Chapter 6 Solutions to exercises.mp4 (2.96 MB)
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032 Chapter 6 Summary.mp4 (5.94 MB)
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033 Chapter 7 Inferring co-occurrence networks based on bipartite networks.mp4 (71.34 MB)
MP4
034 Chapter 7 Constructing the co-occurrence network.mp4 (56.77 MB)
MP4
035 Chapter 7 Characterization of the co-occurrence network.mp4 (11.29 MB)
MP4
036 Chapter 7 Community detection with the label propagation algorithm.mp4 (15.33 MB)
MP4
037 Chapter 7 Identifying community representatives with PageRank.mp4 (15.38 MB)
MP4
038 Chapter 7 Solutions to exercises.mp4 (2.09 MB)
MP4
039 Chapter 7 Summary.mp4 (8.48 MB)
MP4
040 Chapter 8 Constructing a nearest neighbor similarity network.mp4 (62.76 MB)
MP4
041 Chapter 8 Constructing the nearest neighbor graph.mp4 (19.95 MB)
MP4
042 Chapter 8 User segmentation with the community detection algorithm.mp4 (10.24 MB)
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043 Chapter 8 Solutions to exercises.mp4 (3.34 MB)
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044 Chapter 8 Summary.mp4 (5.28 MB)
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045 Part 3 Graph machine learning.mp4 (6.7 MB)
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046 Chapter 9 Node embeddings and classification.mp4 (33.87 MB)
MP4
047 Chapter 9 Node classification task.mp4 (27.75 MB)
MP4
048 Chapter 9 The node2vec algorithm.mp4 (60.81 MB)
MP4
049 Chapter 9 Solutions to exercises.mp4 (416.48 KB)
MP4
050 Chapter 9 Summary.mp4 (4.88 MB)
MP4
051 Chapter 10 Link prediction.mp4 (34.42 MB)
MP4
052 Chapter 10 Dataset split.mp4 (46.12 MB)
MP4
053 Chapter 10 Network feature engineering.mp4 (43.15 MB)
MP4
054 Chapter 10 Link prediction classification model.mp4 (20.6 MB)
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055 Chapter 10 Solutions to exercises.mp4 (2.09 MB)
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056 Chapter 10 Summary.mp4 (10.16 MB)
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057 Chapter 11 Knowledge graph completion.mp4 (37.59 MB)
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058 Chapter 11 Knowledge graph completion.mp4 (40.53 MB)
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059 Chapter 11 Solutions to exercises.mp4 (1.09 MB)
MP4
060 Chapter 11 Summary.mp4 (5.93 MB)
MP4
061 Chapter 12 Constructing a graph using natural language processing techniques.mp4 (25.62 MB)
MP4
062 Chapter 12 Named entity recognition.mp4 (8.76 MB)
MP4
063 Chapter 12 Relation extraction.mp4 (5.54 MB)
MP4
064 Chapter 12 Implementation of information extraction pipeline.mp4 (37.54 MB)
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065 Chapter 12 Solutions to exercises.mp4 (1.64 MB)
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066 Chapter 12 Summary.mp4 (5.3 MB)
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067 Appendix The Neo4j environment.mp4 (12.61 MB)
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068 Appendix Neo4j installation.mp4 (8.73 MB)
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069 Appendix Neo4j Browser configuration.mp4 (1004.9 KB)
MP4
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