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Recent research advances in artificial intelligence, machine learning, and neural networks are becoming essential tools for building a wide range of intelligent applications. Moreover, machine learning helps to automate analytical model building. Machine learning based frameworks and approaches allow making well-informed and intelligent choices for improving daily eating habits and extension of healthy lifestyle. This book chapter presents a new machine learning approach for meal classification and assessment of nutrients values based on weather conditions along with new and innovative ideas for further study and research on health care-related applications.

The Bureau of Economics in the Federal Trade Commission has a three-part role in the Agency and the strength of its functions changed over time depending on the preferences and ideology of the FTC’s leaders, developments in the field of economics, and the tenor of the times. The over-riding current role is to provide well considered, unbiased economic advice regarding antitrust and consumer protection law enforcement cases to the legal staff and the Commission. The second role, which long ago was primary, is to provide reports on investigations of various industries to the public and public officials. This role was more recently called research or “policy R&D”. A third role is to advocate for competition and markets both domestically and internationally. As a practical matter, the provision of economic advice to the FTC and to the legal staff has required that the economists wear “two hats,” helping the legal staff investigate cases and provide evidence to support law enforcement cases while also providing advice to the legal bureaus and to the Commission on which cases to pursue (thus providing “a second set of eyes” to evaluate cases). There is sometimes a tension in those functions because building a case is not the same as evaluating a case. Economists and the Bureau of Economics have provided such services to the FTC for over 100 years proving that a sub-organization can survive while playing roles that sometimes conflict. Such a life is not, however, always easy or fun.

In contrast to the MDGs' top-down approach, the SDGs took the bottom-up approach of participants, creating an open space for soliciting their aspirations, efforts, creativity, and commitment. Inclusive business (IB), identified as the key means to alleviate poverty and inequality in developing countries, undeniably struggles in this space to find new ways of thinking and management to achieve a suitable balance between serving social needs and achieving business sustainability. However, multinational corporations have not yet made significant achievements, due to a biased orientation of including the poor into their system of developed countries' institutions. From a neutral position, not asking who includes or yields to whom, this research project proposes to use the concept of institutional interconnections and its various analytical factors to examine how diverse partners are interconnected to overcome institutional differences. Differences in interconnections are hypothesized to differentiate IB's socioeconomic effects and poverty alleviation.

Tourism acts as a stimulant in rural poverty reduction and inclusive socioeconomic development. Sustainable tourism can significantly contribute to the economic diversification and local economic development of rural areas with its ability to create jobs and encourage infrastructural development focusing on preserving the environment, culture and indigenous groups. The detrimental effects of tourism on the economy, society and culture have shifted attention to sustainable travel. As a result, terms like ‘tribal tourism’, ‘ecotourism’ and ‘sustainable tourism’ have become popular. Inclusive engagement is a crucial agenda item in future tourism development and a major concern of many international organisations, including the United Nations. This chapter focuses on exploring the tribal communities and their involvement in sustainable tourism initiatives with an overarching focus on the role of the indigenous community and their skill sets in creating sustainable livelihoods through tribal tourism. Apart from creating direct and indirect employment opportunities, tribal tourism will support the growth of locally produced goods and have significant multiplier effects as capability-building initiatives will give impetus to the community's socioeconomic development.

Additionally, the sector offers notable advancements in the development of the tribal region. Tribal tourism will help people comprehend the significance of the ecosystem, local biodiversity and emission control activities on a deeper level (Thanikkad & Saleem, 2021). This chapter explores the indigenous tribes of Kerala and their ethnic skill sets, capabilities and means of livelihood. Further, the discussion on how the tourism domain promotes inclusive engagement of these tribes and aids in mapping skill sets, livelihood and inclusive engagement through tourism initiatives is explored.

Deficiency of nutrition is generally referred to as malnutrition; however, malnutrition can refer to both overnutrition and undernutrition. Nutrient availability and intake are current challenges for society, and these challenges will only intensify as population continues to grow and resources become more stressed. This chapter examines the need for dietary guidelines to increase nutrition security, describes the history of dietary guidelines in the United States, examines compliance and challenges with compliance of dietary guidelines, and finishes with future implications of dietary guidelines. This study concluded that although the purpose of the United States Department of Agriculture (USDA) Dietary Guidelines is to assist Americans in choosing healthy eating patterns and to alleviate the negative health and economic outcomes associated with malnutrition, consumers typically do not follow the USDA Dietary Guidelines due to their inherent complexities and other factors, such as income and access to food which may affect compliance.