A Review on Applications of Machine Learning in IoT: Challenges and Future Prospects
Subrata Paul, Anirban Mitra · Internet of Things · 2023
The Internet of Things (IoT) applications have grown in exorbitant numbers, generating a large amount of data required for intelligent data processing. However, the varying IoT infrastructures (i.e., cloud, edge, fog) and the limitations of the IoT application layer protocols in transmitting/receiving messages become the barriers in creating intelligent IoT applications. Deep learning and other machine learning (ML) approaches are deployed to many systems related to Internet of Things or IoT. However, it faces challenges that adversaries can take loopholes to hack these systems through tampering history data. Throughout this chapter, the authors shall review on the studies made in the application of ML in IoT. The major issues and challenges faced during the application is focused. In the final part of the chapter, the future prospects are discussed.