This special issue titled “Statistical & Mathematical Modelling for AI-Driven Intelligent Systems in IoT and its Computation Challenges,” highlights quality research that intersects artificial intelligence (AI), the Internet of Things (IoT), and mathematical and statistical modeling. The issue focuses on how solid theoretical frameworks help intelligent IoT systems process diverse data efficiently and make decisions in real time. It also addresses the computational challenges in this rapidly evolving field.