The purpose of the Smart Cities Mission as mentioned by Govt. of Indiais " to promote cities that provide core infrastructure and give a decent quality of life to its citizens, a clean andsustainable environment and application of " Smart " Solutions " . Accordingly, mission is aimed at driving economic growth and improving the quality of life of citizens by enabling local area development leveraging technology that leads to Smart outcomes. The, purpose of this study is to explore current state of these parameters in Pune city form citizens perspective.

School of Management PG

Management

World University root node

Khoj Journal Indian Management Research and Practices

Exploring the Challenges of Implimenting Smart City Project in Pune

Machine learning has revolutionized medical technology through tiny machine learning (TinyML). With TinyML, machine learning models can be deployed on devices with minimal resources. Some examples are microcontrollers, wearables, and Internet of Things devices. TinyML creates unparalleled prospects for personalized, real-time healthcare applications by utilizing the power of edge computing and AI. This chapter aims to examine TinyML's potential to revolutionize medical monitoring and diagnosis by exploring its potential use in healthcare. We emphasized TinyML's tremendous influence on healthcare through many critical sectors, such as wearable devices, remote patient monitoring, drug development, diagnosis, and therapy. This chapter considers the challenges and opportunities associated with implementing TinyML in healthcare. The study continues with a look at the future of TinyML in healthcare. The work focuses on several TinyML use cases in the healthcare sector, emphasizing the necessity of researchers, practitioners, and policymakers working together to develop effective security solutions. In addition to highlighting the problems and issues in the field of TinyML in healthcare, the proposed study will also contribute significantly to future research and development.

School of Computer Engineering & Technology

Engineering and Technology

TinyML for Edge Intelligence in IoT and LPWAN Networks 2024

<a href="https://www.sciencedirect.com/science/article/pii/B9780443222023000191">TinyML applications and use cases for healthcare</a>

Web services are a simple but effective method of connecting to network resources. To offer end-users data from their virtualized resources, all modern organizations provide web service interfaces. With the increased usage of multi-channel communication modes (mobile phones, tablets, and laptops), web services are excellent for guaranteeing seamless data flow across all platforms. While Web services address many difficulties, there are a few issues that consumers or requesters have when they locate a web service that satisfies their requirements. With the increased use of online services, there is a greater demand for an effective and almost flawless web service recommendation system. Cold start, sparsity, and overspecialization are some of the problems with recommender systems. To address this issue, in this paper, collaboration filtering and demographic filtering based on models are proposed as a new approach. Using this technique, recommendations can be generated based on the demographic characteristics of users, such as age, gender, occupation, etc. We propose using web services based on the results of both tests. This paper attempts to propose a solution to the cold start problem by using a hybrid filtering method.

Recent Advances in Material, Manufacturing, and Machine Learning

Web service recommendation based on user's demographic attributes

School of Liberal Arts

MIT World Peace University

MIT-World Peace University (MIT-WPU) is a top educational institute located in Pune, India. It is recognized within&nbsp;UGC under Government of Maharashtra Act No. XXXV 2017.&nbsp;

It is part of the MIT group of institutions (established in 1983) which covers 10+ campuses across India and has more than 50,000+ students enrolled across various disciplines at a given point of time. The institute houses 15 schools ranging from Engineering &amp; Technology, Design, Pharmacy, Commerce, Governance among others. It offers undergraduate, postgraduate and PhD programs among different disciplines.&nbsp;

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