{"product_id":"probabilistic-graphical-models-ignacio-zurrian-9781787153783","title":"Probabilistic Graphical Models: Principles and Techniques","description":"\u003cp\u003eFoundations of Probabilistic Graphical Models: Provide a comprehensive introduction to probabilistic graphical models (PGMs), including their purpose, fundamental concepts, and types (e.g., Bayesian networks, Markov networks). Discuss the representation of complex probability distributions and dependencies using graphical structures.\u003c\/p\u003e\u003cp\u003eGraph Theory and Probability Foundations: Explore the underlying graph theory and probability principles essential for understanding PGMs. Cover topics such as nodes, edges, directed and undirected graphs, conditional independence, and joint probability distributions. Provide insights into how these principles are used to model real-world problems.\u003c\/p\u003e\u003cp\u003eApplications and Case Studies: Examine the applications of PGMs in various domains such as machine learning, computer vision, natural language processing, and bioinformatics. Provide case studies and examples to illustrate how PGMs are used to solve practical problems and make predictions based on complex data.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Ignacio Zurrian\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1787153789\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781787153783\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Kruger Brentt Publisher Uk. Ltd.\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 01\/01\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 278\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.54lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.69d","brand":"Ignacio Zurrian","offers":[{"title":"Hardcover","offer_id":47243941970175,"sku":"9781787153783","price":141.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_19349391-a81c-44ca-8273-e7cf0c0b9fcb.jpg?v=1758134541","url":"https:\/\/www.whiterainbookhouse.com\/products\/probabilistic-graphical-models-ignacio-zurrian-9781787153783","provider":"WR Book House","version":"1.0","type":"link"}