Harnessing Data Science for Sustainable Agriculture and Natural Resource Management
Produktnummer:
1836d35f2cae7c430bbc73e3308278d373
Themengebiete: | Data Science Machine Learning Model Building Model Deployment Natural Resources Management Precision Agriculture Sustainable Development Goals |
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Veröffentlichungsdatum: | 20.12.2024 |
EAN: | 9789819777617 |
Sprache: | Englisch |
Seitenzahl: | 355 |
Produktart: | Gebunden |
Herausgeber: | Adinarayana, J. Chaudhary, Sanjay Guo, Wei Raval, Mehul S. |
Verlag: | Springer Singapore |
Produktinformationen "Harnessing Data Science for Sustainable Agriculture and Natural Resource Management"
This book is a comprehensive resource that handles the issues of sustainable agriculture and natural resource management, aligned with the United Nations' Sustainable Development Goals (SDGs). The book is organized into five sections, Understanding the Problem, Data Collection and Cleaning, Exploratory Data Analysis and Visualization, Model Building, and Model Deployment. Each section covers a critical aspect of data science in this context and addresses specific SDGs 2—zero hunger, 6—clean water and sanitation, 12—responsible consumption and production, 13—climate action, and 15—Life on land. The organized sections are arranged to seamlessly follow the data science pipeline and provide practical guidance from problem understanding to its model deployment and stakeholder management. The book is useful for researchers, students, practitioners, and policymakers.

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