{"product_id":"9781617295645","title":"Graph-Powered Machine Learning","description":"\u003cstrong\u003eGraph-Powered Machine Learning\u003c\/strong\u003e\u003cbr\u003e\u003cb\u003eAuthor(s): Alessandro Nego\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eUpgrade your machine learning models with graph-based algorithms, the perfect structure for complex and interlinked data.\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003eSummary\u003cbr\u003e In \u003ci\u003eGraph-Powered Machine Learning\u003c\/i\u003e, you will learn:\u003cbr\u003e \u003cbr\u003e    The lifecycle of a machine learning project\u003cbr\u003e     Graphs in big data platforms\u003cbr\u003e     Data source modeling using graphs\u003cbr\u003e     Graph-based natural language processing, recommendations, and fraud detection techniques\u003cbr\u003e     Graph algorithms\u003cbr\u003e     Working with Neo4J\u003cbr\u003e \u003cbr\u003e\u003ci\u003eGraph-Powered Machine Learning\u003c\/i\u003e teaches to use graph-based algorithms and data organization strategies to develop superior machine learning applications. You’ll dive into the role of graphs in machine learning and big data platforms, and take an in-depth look at data source modeling, algorithm design, recommendations, and fraud detection. Explore end-to-end projects that illustrate architectures and help you optimize with best design practices. Author Alessandro Negro’s extensive experience shines through in every chapter, as you learn from examples and concrete scenarios based on his work with real clients!\u003cbr\u003e \u003cbr\u003ePurchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.\u003cbr\u003e \u003cbr\u003eAbout the technology\u003cbr\u003e Identifying relationships is the foundation of machine learning. By recognizing and analyzing the connections in your data, graph-centric algorithms like K-nearest neighbor or PageRank radically improve the effectiveness of ML applications. Graph-based machine learning techniques offer a powerful new perspective for machine learning in social networking, fraud detection, natural language processing, and recommendation systems.\u003cbr\u003e \u003cbr\u003eAbout the book\u003cbr\u003e \u003ci\u003eGraph-Powered Machine Learning\u003c\/i\u003e teaches you how to exploit the natural relationships in structured and unstructured datasets using graph-oriented machine learning algorithms and tools. In this authoritative book, you’ll master the architectures and design practices of graphs, and avoid common pitfalls. Author Alessandro Negro explores examples from real-world applications that connect GraphML concepts to real world tasks.\u003cbr\u003e \u003cbr\u003eWhat's inside\u003cbr\u003e \u003cbr\u003e    Graphs in big data platforms\u003cbr\u003e     Recommendations, natural language processing, fraud detection\u003cbr\u003e     Graph algorithms\u003cbr\u003e     Working with the Neo4J graph database\u003cbr\u003e \u003cbr\u003eAbout the reader\u003cbr\u003e For readers comfortable with machine learning basics.\u003cbr\u003e \u003cbr\u003eAbout the author\u003cbr\u003e \u003cb\u003eAlessandro Negro\u003c\/b\u003e is Chief Scientist at GraphAware. He has been a speaker at many conferences, and holds a PhD in Computer Science.\u003cbr\u003e \u003cbr\u003eTable of Contents\u003cbr\u003e PART 1 INTRODUCTION\u003cbr\u003e 1 Machine learning and graphs: An introduction\u003cbr\u003e 2 Graph data engineering\u003cbr\u003e 3 Graphs in machine learning applications\u003cbr\u003e PART 2 RECOMMENDATIONS\u003cbr\u003e 4 Content-based recommendations\u003cbr\u003e 5 Collaborative filtering\u003cbr\u003e 6 Session-based recommendations\u003cbr\u003e 7 Context-aware and hybrid recommendations\u003cbr\u003e PART 3 FIGHTING FRAUD\u003cbr\u003e 8 Basic approaches to graph-powered fraud detection\u003cbr\u003e 9 Proximity-based algorithms\u003cbr\u003e 10 Social network analysis against fraud\u003cbr\u003e PART 4 TAMING TEXT WITH GRAPHS\u003cbr\u003e 11 Graph-based natural language processing\u003cbr\u003e 12 Knowledge graphs\u003cbr\u003e\u003cbr\u003eReview(s):\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003eISBN:  9781617295645\u003cbr\u003e\u003cbr\u003e ","brand":"Manning","offers":[{"title":"Paperback \/ softback","offer_id":40589109133518,"sku":"9781617295645","price":59.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0600\/7029\/7806\/products\/O_f36337f2-5c42-4c9d-a25b-be6726949614.jpg?v=1637711945","url":"https:\/\/pickwickbookshop.com\/products\/9781617295645","provider":"Pickwick Bookshop","version":"1.0","type":"link"}