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Machine Learning Contests: A Guidebook

Machine Learning Contests: A Guidebook

Paperback

General ComputersProgramming

ISBN10: 9819937221
ISBN13: 9789819937226
Publisher: Springer Nature
Published: Oct 12 2023
Pages: 393
Weight: 1.28
Height: 0.85 Width: 6.14 Depth: 9.21
Language: English
This book systematically introduces the competitions in the field of algorithm and machine learning. The first author of the book has won 5 championships and 5 runner-ups in domestic and international algorithm competitions.

Firstly, it takes common competition scenarios as a guide by giving the main processes of using machine learning to solve real-world problems, namely problem modelling, data exploration, feature engineering, model training. And then lists the main points of difficulties, general ideas with solutions in the whole process. Moreover, this book comprehensively covers several common problems in the field of machine learning competitions such as recommendation, temporal prediction, advertising, text computing, etc.

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General Computers