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Details for:
Wang Y. Artificial Intelligence and Causal Inference 2022
wang y artificial intelligence causal inference 2022
Type:
E-books
Files:
1
Size:
22.3 MB
Uploaded On:
Nov. 30, 2022, 3:53 p.m.
Added By:
andryold1
Seeders:
0
Leechers:
0
Info Hash:
00424F34029B870AE01323AF358535F78F8CB0EE
Get This Torrent
Textbook in PDF format Artificial Intelligence and Causal Inference address the recent development of relationships between artificial intelligence (AI) and causal inference. Despite significant progress in AI, a great challenge in AI development we are still facing is to understand mechanism underlying intelligence, including reasoning, planning and imagination. Understanding, transfer and generalization are major principles that give rise intelligence. One of a key component for understanding is causal inference. Causal inference includes intervention, domain shift learning, temporal structure and counterfactual thinking as major concepts to understand causation and reasoning. Unfortunately, these essential components of the causality are often overlooked by machine learning, which leads to some failure of the deep learning. AI and causal inference involve (1) using AI techniques as major tools for causal analysis and (2) applying the causal concepts and causal analysis methods to solving AI problems. The purpose of this book is to fill the gap between the AI and modern causal analysis for further facilitating the AI revolution. This book is ideal for graduate students and researchers in AI, data science, causal inference, statistics, genomics, bioinformatics and precision medicine
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Wang Y. Artificial Intelligence and Causal Inference 2022.pdf
22.3 MB
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