AI Solutions for the United Nations Sustainable Development Goals (UN SDGs)
A Practical Approach Using JavaScript
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Beschreibung
Learn the United Nations Sustainable Development Goals (UN SDGs) and see how machine learning can significantly contribute to their realization. This book imparts both theoretical knowledge and hands-on experience in comprehending and constructing machine learning-based applications for addressing multiple UN SDGs using JavaScript.
The reading begins with a delineation of diverse UN SDG targets, providing an overview of previous successful applications of machine learning in solving realistic problems aligned with these targets. It thoroughly explains fundamental concepts of machine learning algorithms for prediction and classification, coupled with their implementation in JavaScript and HTML programming.
Detailed case studies examine challenges related to renewable energy, agriculture, food production, health, environment, climate change, water quality, air quality, and telecommunications, corresponding to various UN SDGs. Each case study includes related works, datasets, machine learning algorithms, programming concepts, and comprehensive explanations of JavaScript and HTML codes used for web-based machine learning applications. The results obtained are meticulously analyzed and discussed, showcasing the pivotal role of machine learning in advancing the relevant SDGs.
By the end of this book, you’ll have a firm understanding of SDG fundamentals and the practical application of machine learning to address diverse challenges associated with these goals.
You will:
- Understand the fundamental concepts of the UN SDGs, AI, and machine learning algorithms.
- Employ the correct machine learning algorithms to address challenges on the United Nations Sustainable Development Goals (UN SDGs)?
- Develop web-based machine learning applications for the UN SDGs using Javascript, and HTML.
- Analyze the impact of a machine learning-based solution on a specific UN SDG.
Learn the United Nations Sustainable Development Goals (UN SDGs) and see how machine learning can significantly contribute to their realization. This book imparts both theoretical knowledge and hands-on experience in comprehending and constructing machine learning-based applications for addressing multiple UN SDGs using JavaScript.
The reading begins with a delineation of diverse UN SDG targets, providing an overview of previous successful applications of machine learning in solving realistic problems aligned with these targets. It thoroughly explains fundamental concepts of machine learning algorithms for prediction and classification, coupled with their implementation in JavaScript and HTML programming.
Detailed case studies examine challenges related to renewable energy, agriculture, food production, health, environment, climate change, water quality, air quality, and telecommunications, corresponding to various UN SDGs. Each case study includes related works, datasets, machine learning algorithms, programming concepts, and comprehensive explanations of JavaScript and HTML codes used for web-based machine learning applications. The results obtained are meticulously analyzed and discussed, showcasing the pivotal role of machine learning in advancing the relevant SDGs.
By the end of this book, you’ll have a firm understanding of SDG fundamentals and the practical application of machine learning to address diverse challenges associated with these goals.
What You’ll Learn
- Understand the fundamental concepts of the UN SDGs, AI, and machine learning algorithms.
- Employ the correct machine learning algorithms to address challenges on the United Nations Sustainable Development Goals (UN SDGs)?
- Develop web-based machine learning applications for the UN SDGs using Javascript, and HTML.
- Analyze the impact of a machine learning-based solution on a specific UN SDG.
Who This Book Is For
Data scientists, machine learning engineers, software professionals, researchers, and graduate students.
Explores cutting-edge research on Machine Learning algorithms tailored for the UN SDGs Illustrates the complete journey of data collection, analysis, and system modeling with clear and intuitive diagrams Presents six comprehensive case studies tackling challenges related to various UN SDGs
Autor*in
Tulsi Pawan Fowdur
Themen in »AI Solutions for the United Nations Sustainable Development Goals (UN SDGs)«
Machine Learning Algorithms Data Processing