Emerging Trends in Machine Learning

The emerging trends are brought into limelight and the issues faced in our daily lives are solved using various machine learning (ML) models such as Artificial Neural Networks, K-Nearest Neighbors, Logistic Regression and Support Vector Machines. This paper focuses on the upcoming trends and the security paradigms in ML. Malware analysis and its detection capabilities by comparing the previous samples are discussed in the paper. The paper discusses about the upcoming trends and the applications of machine learning. The first application is the Medical Image and Video Analysis (MVIA) in which the detection of a rare disease is done using the machine learning models. The second application discusses about the issue of web traffic in the communication networks and how it can be resolved. Finally, the paper concludes after elaborating the emerging trends and discussing the various security paradigms in ML.