{"product_id":"graph-algorithms-practical-examples-in-apache-spark-and-neo4j-9781492047681","title":"Graph Algorithms: Practical Examples in Apache Spark and Neo4j","description":"\u003cp\u003eDiscover how graph algorithms can help you leverage the relationships within your data to develop more intelligent solutions and enhance your machine learning models. You'll learn how graph analytics are uniquely suited to unfold complex structures and reveal difficult-to-find patterns lurking in your data. Whether you are trying to build dynamic network models or forecast real-world behavior, this book illustrates how graph algorithms deliver value--from finding vulnerabilities and bottlenecks to detecting communities and improving machine learning predictions.\u003c\/p\u003e\u003cp\u003eThis practical book walks you through hands-on examples of how to use graph algorithms in Apache Spark and Neo4j--two of the most common choices for graph analytics. Also included: sample code and tips for over 20 practical graph algorithms that cover optimal pathfinding, importance through centrality, and community detection.\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eLearn how graph analytics vary from conventional statistical analysis\u003c\/li\u003e\n\u003cli\u003eUnderstand how classic graph algorithms work, and how they are applied\u003c\/li\u003e\n\u003cli\u003eGet guidance on which algorithms to use for different types of questions\u003c\/li\u003e\n\u003cli\u003eExplore algorithm examples with working code and sample datasets from Spark and Neo4j\u003c\/li\u003e\n\u003cli\u003eSee how connected feature extraction can increase machine learning accuracy and precision\u003c\/li\u003e\n\u003cli\u003eWalk through creating an ML workflow for link prediction combining Neo4j and Spark\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/04\/2019\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781492047681\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 268\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.95lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 0.56d","brand":"Mark Needham, Amy E. Hodler","offers":[{"title":"Default Title","offer_id":36653582090396,"sku":"9781492047681","price":67.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_229c9b84-dd34-4c0e-a168-72997f9820fc.jpg?v=1603881964","url":"https:\/\/pastforward.org\/products\/graph-algorithms-practical-examples-in-apache-spark-and-neo4j-9781492047681","provider":"Past Forward","version":"1.0","type":"link"}