[Ebook] Elements of Causal Inference: Foundations and Learning Algorithms (Adaptive Computation and

Elements of Causal Inference: Foundations and Learning Algorithms (Adaptive Computation and Machine Learning series) - PDF Download by Jonas Peters

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[Ebook] Elements of Causal Inference: Foundations and Learning Algorithms (Adaptive Computation and

Published on Feb 25, 2025

LemonKings

Download Elements of Causal Inference: Foundations and Learning Algorithms (Adaptive Computation and Machine Learning series) by Jonas Peters, Reading Elements of Causal Inference: Foundations and Learning Algorithms (Adaptive Computation and Machine Learning series) By Jonas Peters #Book #eBook #Audiobook #ePub #Mobi #Kindle #PDF . Synopsis : A concise and self-contained introduction to causal inference, increasingly important in data science and machine learning.The mathematization of causality is a relatively recent development, and has become increasingly important in data science and machine learning. This book offers a self-contained and concise introduction to causal models and how to learn them from data. After explaining the need for causal models and discussing some of the principles underlying causal inference, the book teaches readers how to use causal models: how to compute intervention distributions, how to infer causal models from observational and interventional data, and how causal ideas coul

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