Abstract: The main objective is to design a line follower robot is to carry products in the manufacturing process in industries. In this paper, we mainly focused on the design to work the line follower efficiently with lighter weight. The line follower robot designed with 5 sensors to make the robot move in even complex paths. This paper discussed the mechanical and technical issues with the line follower robot and applications in various fields. In the working model, we used black (...) detector infrared sensors So that speed of response of the robot is high. This paper gives an brief idea about all the components used to prepare a line follower robot. (shrink)

Customer churn prediction is a critical challenge for businesses in retaining their customer base and optimizing their marketing strategies. Machine learning (ML) techniques offer a powerful approach to predict customer churn by analyzing historical customer behavior, demographic information, and usage patterns. This paper provides an overview of machine learning-based models used for predicting customer churn, including classification algorithms such as logistic regression, decision trees, random forests, support vector machines (SVM), and neural networks. We explore how businesses can leverage these models (...) to identify customers who are likely to churn and take proactive measures to retain them. The paper also highlights the challenges in churn prediction, such as imbalanced data, overfitting, and the interpretability of models, and provides insights into the future of churn prediction models. Case studies in telecommunications, retail, and banking sectors are discussed to demonstrate practical applications. (shrink)

One key aspect in the design of autonomous vehicles is the implementation of real-time object detection which includes identifying and classifying obstacles present in the environment of the vehicle . The system will also be able to capture live or recorded videos and accurately identify and classify the objects within the video streams in very active situations requiring low turnaround times so that the vehicle is able to make the necessary safe driving critical choices . more recent state of the (...) art deep learning frameworks that tackle the object detection problem are Region Based Convolutional Nural network R-CNN and its variants fast R-cnn and faster R-cnn more approximately Fixes models’ Execution Speed. Another object detection system presented in the year 2015 is known as the YOLO system which is focused on fast predictive capabilities and for use in motion pictures. BDD100K dataset for video based deep driving understanding in 100k videos and 10 tasks which are designed to assess how far the algorithm gets in its objective of Image Recognition in driverless cars. The dataset has geographical, environment and weather variability, which is beneficial for training models that have a high likelihood of encountering drastic changes. (shrink)

Through the application of the Dialectical materialism of Karl Marx’s, the essence of Dialectical materialism is created in literature. From this doctrine, it can be understood that the writers have sympathetic attitude towards the distressed and marginalized people of the society. Marxism is the essence of the struggle to free people against exploitation and torture. Feudalism is divided into two classes-one is exploited class, the other exploiting class or the owner of the extender. The key word of Marx’s dialectical materialism (...) is to build a society free from exploitation, through comprehensive range of absorption and class struggle. If we discuss the Manasamangala epic in the context of dialectical materialism, it is easily seen that the effort of Manasa to be worshipped by the feudal lord Cad was actually a fight for establishing marginalised people in the society. If we discuss it from another angle, it is noticed that Manasa being a daughter of feudal lord Mahadev exploited the human being Cad and in this way it expresses the cheap aggressive attitude of rulers. In the conflict between Manasa of Cad, Behula became victimized who has been utilized by Manasa for her own interest and these sufferings of Behula compelled her to take step against Manasa. In this epic Neta, the follower of Manasa showed the tactical intelligence of the political leaders. (shrink)