Graph-Based Semi-Supervised Learning (Synthesis Lectures on Artificial Intelligence and Machine Le) free ebook download.

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Graph-Based Semi-Supervised Learning (Synthesis Lectures on Artificial Intelligence and Machine Le) free ebook download

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Computer Science

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Author(s):	Amarnag Subramanya

Date:	2021	Format:	pdf	Language:	English	ISBN/ASIN:	1627052011
Pages:	126	OCR:		Quality:		ISBN13:
Uploader:	alex21s	Upload Date:	1/5/2022 9:37:25 PM

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While labeled data is expensive to prepare, ever increasing amounts of unlabeled data is becoming widely available. In order to adapt to this phenomenon, several semi-supervised learning (SSL) algorithms, which learn from labeled as well as unlabeled data, have been developed. In a separate line of work, researchers have started to realize that graphs provide a natural way to represent data in a variety of domains. Graph-based SSL algorithms, which bring together these two lines of work, have been shown to outperform the state-of-the-art in many applications in speech processing, computer vision, natural language processing, and other areas of Artificial Intelligence. Recognizing this promising and emerging area of research, this synthesis lecture focuses on graph-based SSL algorithms (e.g., label propagation methods). Our hope is that after reading this book, the reader will walk away with the following: (1) an in-depth knowledge of the current state-of-the-art in graph-based SSL algorithms, and the ability to implement them  (2) the ability to decide on the suitability of graph-based SSL methods for a problem  and (3) familiarity with different applications where graph-based SSL methods have been successfully applied.
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	Title	Link	Password	Size (MB)	Thank to	Inform Admin
3070316	Book	https://k2s.cc/file/80bcb672e86a0/162705...		0.00	alex21s

Tags: Artificial Graph-Based Intelligence Learning Lectures Machine Semi-Supervised Synthesis

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