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Kniha Graphical Models and Causal Discovery with Python Joe Suzuki

Graphical Models and Causal Discovery with Python

100 Exercises for Building Logic

Autor: Joe Suzuki
Jazyk: Angličtina
Vazba: Brožovaná
Vydavatel: Springer, Berlin
Dostupnost: Skladem u dodavatele
Odesíláme za 3-5 dnů
1 482 Kč
Beginning with a gentle introduction to causal discovery and the foundations of probability and stat...

Informace o knize

Autor
Joe Suzuki
Jazyk
Angličtina
Vazba
Kniha - Brožovaná
Vydáno
2026
Stránek
193
EAN
9789819553075
Enbook ID
49990417
Vydavatel
Springer, Berlin
Hmotnost
324
Rozměry
155 x 235

Kompletní popis

Beginning 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. 

Key features of this book include:

  • A clear and self-contained introduction, bridging probability, statistics, and modern causal discovery techniques
  • 100 exercises with solutions, supporting self-study and classroom use
  • Reproducible Python code, allowing readers to implement and extend the methods themselves
  • Intuitive figures and visual explanations that clarify abstract concepts
  • Broad coverage of applications within statistics and data science, connecting rigorous theory with modern machine learning and causal inference

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