{"product_id":"graphical-models-and-causal-discovery-with-python-9789819553075","title":"Graphical Models and Causal Discovery with Python","description":"\u003cp\u003eBeginning with a gentle introduction to causal discovery and the foundations of probability and statistics, this textbook is written in a highly pedagogical way. By uniting probability theory, statistical inference, and graph theory, the book offers a systematic pathway from foundational principles to cutting-edge algorithms, including independence tests, the PC algorithm, LiNGAM, information criteria, and Bayesian methods. Far more than a theoretical treatment, this volume emphasizes hands-on learning through Python implementations, carefully designed exercises with solutions, and intuitive graphical illustrations. Readers will gain the ability to see, run, and understand causal discovery methods in practice. \u003c\/p\u003e\n\u003cp\u003eKey features of this book include:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eA clear and self-contained introduction, bridging probability, statistics, and modern causal discovery techniques\u003c\/li\u003e\n\u003cli\u003e100 exercises with solutions, supporting self-study and classroom use\u003c\/li\u003e\n\u003cli\u003eReproducible Python code, allowing readers to implement and extend the methods themselves\u003c\/li\u003e\n\u003cli\u003eIntuitive figures and visual explanations that clarify abstract concepts\u003c\/li\u003e\n\u003cli\u003eBroad coverage of applications within statistics and data science, connecting rigorous theory with modern machine learning and causal inference\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Joe Suzuki","offers":[{"title":"Default Title","offer_id":56480928432470,"sku":"9789819553075","price":65.85,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0886\/3206\/6390\/files\/9789819553075.jpg?v=1793872199","url":"https:\/\/www.bookshop.lt\/en\/products\/graphical-models-and-causal-discovery-with-python-9789819553075","provider":"Bookshop","version":"1.0","type":"link"}