Machine Learning for Causal Inference

Free Download Machine Learning for Causal Inference
English | 2023 | ISBN: 3031350502 | 544 Pages | PDF EPUB (True) | 27 MB
This book provides a deep understanding of the relationship between machine learning and causal inference. It covers a broad range of topics, starting with the preliminary foundations of causal inference, which include basic definitions, illustrative examples, and assumptions. It then delves into the different types of classical causal inference methods, such as matching, weighting, tree-based models, and more. Additionally, the book explores how machine learning can be used for causal effect estimation based on representation learning and graph learning. The contribution of causal inference in creating trustworthy machine learning systems to accomplish diversity, non-discrimination and fairness, transparency and explainability, generalization and robustness, and more is also discussed. The book also provides practical applications of causal inference in various domains such as natural language processing, recommender systems, computer vision, time series forecasting, and continual learning. Each chapter of the book is written by leading researchers in their respective fields.

Buy Premium From My Links To Get Resumable Support,Max Speed & Support Me

Rapidgator
10yb3.rar.html
NovaFile
10yb3.rar“>DOWNLOAD FROM NOVAFILE
NitroFlare
10yb3.rar
Uploadgig
10yb3.rar
Fikper
10yb3.rar.html

Machine Learning for Causal Inference Torrent Download , Machine Learning for Causal Inference Watch Free Link , Machine Learning for Causal Inference Read Free Online , Machine Learning for Causal Inference Download Online