Machine Learning Contests: A Guidebook
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 mai...
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| Main Authors: | , , |
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| Autor Corporativo: | |
| Formato: | Electrónico eBook |
| Idioma: | inglés |
| Publicado: |
Singapore :
Springer Nature Singapore : Imprint: Springer,
2023.
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| Edición: | 1st ed. 2023. |
| Subjects: | |
| Acceso en liña: | https://doi.org/10.1007/978-981-99-3723-3 |
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Table of Contents:
- Chapter 1 First Sight
- Chapter 2 Problem Modeling
- Chapter 3 Data Exploration
- Chapter 4 Characteristic Engineering
- Chapter 5 Model Training
- Chapter 6 Model Fusion
- Chapter 7 User Portrait
- Chapter 8 Actual Combat Case: Elo Merchant
- Chapter 9 time sequence
- Chapter 10 Practical Cases: Global Urban
- Chapter 11 Practical Case: Corporaci .-Corporación Favorita Grocery Sales Forecasting
- Chapter 12 Computing Advertising
- Chapter 13 Practical Cases: Tencent 2018 Advertising Algorithm Contest-Similarity Crowd Expansion
- Chapter 14: TalkingData AdTracking Fraud Detection Challenge
- Chapter 15 Natural Language Processing
- Chapter 16 Practical Case: Quora Question Pairs.