Causal Inference and Machine Learning: DeepSeek Tutorial (Revised Edition)
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Causal Inference: Foundations and Learning Algorithms
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Bayesian Inference and Machine Learning Tutorial
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Parag Kulkarni Reinforcement and Systemic Machine Learning for Decision Making
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Reinforcement and Systemic Machine Learning for Decision Making There are always difficulties in making machines that learn from experience. Complete information is not always available—or it becomes available in bits and pieces over a period of time. With respect to systemic learning, there is a
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Gianluca Manzo Agent-based Models and Causal Inference
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Information Theory, Inference and Learning Algorithms
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Judea Pearl Causal Inference in Statistics
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Many of the concepts and terminology surrounding modern causal inference can be quite intimidating to the novice. Judea Pearl presents a book ideal for beginners in statistics, providing a comprehensive introduction to the field of causality. Examples from classical statistics are presented
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Группа авторов Financial Signal Processing and Machine Learning
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The modern financial industry has been required to deal with large and diverse portfolios in a variety of asset classes often with limited market data available. Financial Signal Processing and Machine Learning unifies a number of recent advances made in signal processing and machine learning for
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Группа авторов Machine Learning Algorithms and Applications
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Machine Learning Algorithms is for current and ambitious machine learning specialists looking to implement solutions to real-world machine learning problems. It talks entirely about the various applications of machine and deep learning techniques, with each chapter dealing with a novel approach of
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Sudharman K. Jayaweera Signal Processing for Cognitive Radios
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This book examines signal processing techniques for cognitive radios. The book is divided into three parts: Part I, is an introduction to cognitive radios and presents a history of the cognitive radio (CR), and introduce their architecture, functionalities, ideal aspects, hardware platforms, and
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Tony Guida Big Data and Machine Learning in Quantitative Investment
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Get to know the ‘why’ and ‘how’ of machine learning and big data in quantitative investment Big Data and Machine Learning in Quantitative Investment is not just about demonstrating the maths or the coding. Instead, it’s a book by practitioners for practitioners, covering the questions of why and
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Andrew Gelman Applied Bayesian Modeling and Causal Inference from Incomplete-Data Perspectives
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This book brings together a collection of articles on statistical methods relating to missing data analysis, including multiple imputation, propensity scores, instrumental variables, and Bayesian inference. Covering new research topics and real-world examples which do not feature in many standard
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