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FUNDAMENTALS AND METHODS OF MACHINE AND DEEP LEARNING The book provides a practical approach by explaining the concepts of machine learning and deep learning algorithms, evaluation of methodology advances, and algorithm demonstrations with applications. Over the past two decades, the field of machine learning and its subfield deep learning have played a main role in software applications development. Also, in recent research studies, they are regarded as one of the disruptive technologies that will transform our future life, business, and the global economy. The recent explosion of digital data in a wide variety of domains, including science, engineering, Internet of Things, biomedical, heal...
This book outlines the recent advancements in the field of artificial intelligence (AI) and addresses how useful it is in achieving truly sustainable solutions. The book also serves as a useful reference literature in developing sustainable engineering solutions to various social and techno-commercial issues of global significance. This book is organized into two sections: section 1 is focused on fundamentals and principles of AI to lay the groundwork for the second section. Section 2 explores the sustainable engineering solutions development using AI, which addresses challenges in various computing techniques and opportunities in engineering design for sustainable development using IoT/AI and smart cities. Applications include waste minimization, re-manufacturing, reuse and recycling technologies using IoT/AI, Industry 4.0, intelligent and smart grid systems, energy conservation using technology, and robotic process automation (RPA). The book is ideal for the engineers, researchers and students interested in how AI can aid in sustainable development applications.
There was a doctor who had a beautiful wife, cute daughter they all love each other, but one day in an unnatural event (public universally call it an accident) daughter and wife died. Two years later, police caught that fellow as the most brutal serial killer of India My father who is an Honorable Judge awarded him death sentence and like every Indian I also wants gallows for him. But now my father is asking me to file a petition in Supreme Court to save him. I denied absolutely, not only for the reason that I was preparing for LLM from the University of Chicago, rather I want every criminal to be punished to the maximum. However, that wasnt my destiny! God wants something different from me.. Would you like to be the part of my journey? Dont forget to bring tissues, though they cant prevent tears at least absorb them! Simran Malik
For more than five decades, the World Bank’s premier annual publication on debt, now titled the International Debt Report (IDR), along with the associated International Debt Statistics (IDS) database, has helped shape policies in development finance by sharing timely and comprehensive external debt data and analysis with the international community. Drawing on data collected through the World Bank’s Debtor Reporting System, this publication has kept pace with evolving borrowing patterns and new lending instruments, measured the impact of initiatives to relieve debt burdens, and promoted best practices in debt recording and reporting.Each year the report presents analysis of evolving tren...
International Debt Statistics (IDS) is a longstanding annual publication of the World Bank featuring external debt statisticsand analysis for the 123 low- and middle-income countries that report to the World Bank Debt Reporting System (DRS). Thecontent coverage of IDS 2020 includes:.1) a user guide describing the IDS tables and content, definitions and rationale forcountry and income groupings, data notes, and description of the additional resources and comprehensive datasetsavailable to users online, 2) a brief overview analyzing global trends in debt stocks and debt flows to low- and middleincomecountries within the framework of aggregate capital flows (debt and equity), 3) a feature story...
The International Debt Report (IDR), formerly International Debt Statistics (IDS), is alongstanding annual publication of the World Bank featuring external debt statisticsand analysis for the 121 low- and middle-income countries (LMICs) that report to theWorld Bank Debtor Reporting System. IDR 2022 includes (1) an analyses of externaldebt stocks and flows from 2010 to 2021 for these countries; (2) an assessment ofthe evolution of the creditor composition of external debt over the past decade; (3) afocus on how the World Bank has sought to enhance data quality and transparencyagainst the backdrop of rapidly changing global debt dynamics that contribute to debttransparency issues; (4) tables a...
This comprehensive text provides practical guidance for implementing nature-inspired algorithms and metaheuristics in real-life scenarios to solve complex optimization problems. It further demonstrates how nature inspired metaheuristic algorithms have the potential to contribute to multiple United Nations sustainable development goals such as climate action, clean energy, and sustainable cities. This book: Discusses load balancing and demand response using nature-inspired optimization techniques Presents energy-efficient routing and scheduling, energy management, and optimization using metaheuristic algorithms Covers disease diagnosis, and prognosis using metaheuristic algorithms, drug disco...
The International Debt Report (IDR) is a longstanding annual publication of the World Bank featuring external debt statistics and analysis for the 122 countries that report to the World Bank Debtor Reporting System. IDR 2023 is the 50th annual edition and includes (1) analyses of external debt stocks and flows as of end-2022 for these countries; (2) the macroeconomic and debt outlook for 2023 and beyond; (3) a focus on improved public debt transparency and the quality of debt reporting; (4) a discussion of the need for innovative approaches to debt management; (5) a commentary on how the International Debt Statistics database serves as an indispensable resource for researchers and policy mak...
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