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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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