You will need to provide your name and email to access this free eBook (this is what I call a 'spamwall') but in this cases the trade is probably worthwhile. The book offers a very accessible introduction to graph theory and graph-based data processing that clearly illustrates the difference between this and statistics-based modeling. There is some practical instruction concerning the installation of Apache Sp[ark and Neo4j which you can follow of skip. Then the meat of the book: graph algorithms - even if you don't work with these directly, the chapters offer a good overview of the sorts of things graph algorithm,s can do (pathfinding, centrality, community detection, more).
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