Smart Light system has established its importance and benefits numerous times by providing immediate Lighting of the house. This is because of the increasing amount of lights in a home or society which creates huge consumption of electricity and currently that is one of the major issue the society is worried about. Sensor based light system are not real-time because the sensor gets activated due to various environmental changes. To overcome this problem, many researchers are developing cost-effective custom-based Smart Light systems, which are affordable for everyone. Most of those systems use a Passive Infrared (PIR) motion sensor for motion detection. Although affordable, such a system still has many limitations. For example, false light triggered due to an abnormal condition such as rapid heating from aging of the devices, animals or insects passing/blocking the sensor, etc.

Diabetes is a disease unfolding to be a big threat to humanity, which even after such scientific and medical advancement remains incurable. Its only remedy is early detection and precautionary measure to scale back its effects to a minimum. Diabetic retinopathy is a diabetes complication that affects our eyes. in consequence of damage to the blood vessels of the light-sensitive tissue at the back of the eye (retina). Initially, diabetic retinopathy may cause no symptoms or only mild vision problems. Eventually, it can cause blindness. The condition can evolve in anyone who has type 1 or type 2 diabetes. The longer you've diabetes and thus the less controlled your blood sugar is, the more likely you're to develop this eye complication. This disease affects every age group of people. In 2015, International Diabetes Federation performed a survey and mentioned that nearly 410 million people are suffering from this disease, globally. In 2015, Diabetes has caused more than 5 million deaths. India is a dwelling place for approximately 70 million people with diabetes, and this epidemic is estimated to increase to 130 million by 2045. India also has the greatest number of people with blindness worldwide. Diabetic Retinopathy (DR) is the most common complication of diabetes, and approximately 2.6% of global blindness is caused by diabetes. In absolute terms, approximately 3–4.5 million people in India are estimated to suffer from vision-threatening diabetic retinopathy (VTDR). The treatment options for VTDR need costly devices and medications and therefore the disease requires regular follow-up from diagnosis to the endof- life. Given that 70% of the population of India relies on out-of-pocket expenses for their healthcare, one person with VTDR in a household is sufficient to drive a family to below the poverty line. Therefore, all measures should be initiated urgently to stop people with diabetes to enter the vicious circle of diabetes, blindness, and poverty. So, our proposed work will classify the stages of Diabetic Retinopathy with an approximate precision of 97.8% which is an improvement from the previous model with a margin of around 10%. We have used pre-trained models such as VGG16, ResNet50, DenseNet201, and many more, but the most accurate result came when we used the ensemble learning process with these models.

Online news media sometimes use misleading headlines to lure users into opening the news articles. These catchy headlines that attract users but disappoint at the end, are called clickbaits. Most of the time, they look far more interesting than the real article in order to entice clicks from the readers or motivate them to subscribe. Online news media rely on revenue generated by users clicking on their articles. Due to the importance of automatic clickbait detection on social media, many machine learning methods have been proposed and employed to find clickbait headlines. In machine learning and other related fields, there have been extensive studies on identifying bad quality content on the web such as spam and fake web pages. However, clickbaits are not necessarily spam or fake pages, but they can be genuine pages delivering low-quality content with exaggerated titles. We propose to use neural network to detect clickbaity links and warn the user to avoid those pages.

Software as a Service (SaaS) is a cloud service that allows users to deploy their software and services over the internet that can be accessed through a web browser, instead of installing the software in their computing devices. Typically, it is software that is centrally hosted on the cloud and can be accessed by the users mainly using their credentials. This type of delivery model provides lower upfront costs and timely updates hassle-free. GitHub is an exceptionally fine example of these types of services. Our aims to make a platform on which users can deploy Machine Learning (ML) model and present it to their peers.

This research article explores the role of media, cinema, and literature in fostering professional and vocational development. The study aims to investigate how these forms of expression contribute to skill acquisition, knowledge enhancement, and personal growth, ultimately shaping individuals' professional trajectories. By exploring the impact of media, cinema, and literature on various aspects of professional development, such as skill acquisition, networking, personal branding, and cultural competence, this research highlights the significance of integrating these mediums into educational and training programs. The findings of this research indicate that media, cinema, and literature play a crucial role in skill acquisition and knowledge enhancement. Through exposure to diverse narratives and perspectives, individuals develop critical thinking skills, creativity, and problem-solving abilities. Media literacy skills enable individuals to critically analyse and interpret media messages, while cinema serves as an educational tool that enhances understanding of different cultures and perspectives. Literature, on the other hand, enhances communication skills, including reading comprehension, critical thinking, and verbal expression. The implications of this research are significant for educators, trainers, and policymakers. Integrating media, cinema, and literature into educational and training programs can create a more holistic and enriching learning environment.

Teachers may create a stimulating learning environment where students can develop important intellectual and social skills that will benefit them for the rest of their lives by using the correct teaching strategies. A teacher can assist students with a variety of interests, talents, and learning preferences by implementing one of the available frameworks. To increase your student's chances of succeeding in the classroom, whether you work in the education sector as a teacher or another professional, you might find it helpful to learn about cutting-edge instructional practices. Teaching techniques are approaches that teachers can use to make learning easier and pique students' motivation and interest in the material. Different teaching philosophies include game-based study, differentiated study, lecture-based method, technology-based pedagogy, group and individual study, inquiry-based study, kinesthetic study, game-based study, and expeditionary study. You can enhance your methods by trying out various teaching techniques while presenting the same course, communicating with other educators to acquire their insights, and being flexible. Due to the quick changes in the modern world, the Education System is currently dealing with a wide range of problems. An excellent teaching strategy helps students overcome their preconceptions and motivates them to study by putting them in a situation where they start to believe that they are the ones who come up with the solutions and who are responsible for the change. Professors that are respected both nationally and locally serve as ideal role models for educators who are enthusiastic about effective teaching methods of professional courses, providing them with ideas, insights, and the best teaching methods.(Journal of Advances in Medical Education & Professionalism v.4(4); 2016 Oct PMC5065908)

Language is one of the most marked, conspicuous, as well as fundamental characteristics of the faculties of man. Language is a system of sounds, words, patterns, etc., used by humans to communicate thoughts and feelings. Language is a system of communication which consists of a set of sounds and written symbols which are used by the people of a particular country or region for talking or writing in. The importance of language for man and society cannot be minimized. Language is not only a mode of communication between individuals but also a way for the expression of their personality. Man is remarkably distinguished from animals not only in his use of language but also in his thought process. This use has been termed by Chomsky as “the creative aspect of language; Chomsky suggests that “the normal use of language is innovative, in sense that much of what we say in the course of normal language use is entirely new, not a reception of anything that we have heard before and not even “similar” in “pattern” to sentences or discourse that we have heard in the past” (Chomsky, p.10). Language has its true being in conversation in the exercise and promotion and understanding between peoples. Language should not be a means to impose or transmit my will to another. Above all, language is a living process in which a community of life is lived out. It should be thought that human language as a special and unique living process, in that in linguistic communication, world and human worldview is disclosed. This disclosure, this function of language means that language does not draw attention to itself but transparent to the realities that are manifested through it. Since learning a language is part of our knowledge, it becomes one of the key factors in competitiveness. In the advanced industrial society of today, the basic knowledge of a single or more language has become indispensable.