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Recommendation Algorithm Practice at Major Internet Companies

Recommendation Algorithm Practice at Major Internet Companies

Hardcover

General ComputersProgramming

PREORDER - Expected ship date November 30, 2026

ISBN10: 1041372043
ISBN13: 9781041372042
Publisher: CRC Press
Published: Nov 30 2026
Pages: 382
Weight: 1.98
Height: 0.88 Width: 7.00 Depth: 10.00
Language: English

This book explores the advanced recommendation algorithms employed by leading internet companies in China, delving into their ideological underpinnings and technical frameworks.

Organized into ten chapters, the book provides a comprehensive overview of recommendation systems, including foundational concepts, feature engineering, embedding techniques, and the algorithms driving key components such as recall, rough ranking, fine ranking, and re-ranking. It also tackles practical challenges in algorithm implementation, such as multi-task and multi-scenario recommendations, cold-start issues for new users and content, model effectiveness evaluation, and strategies for identifying and resolving problems. The concluding chapter offers practical insights into work methodologies, learning approaches, and interview preparation tailored for recommendation algorithm engineers.

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