The AAI group at the CSE Department, IITG, is focused towards addressing real-world problems, in particular providing intelligent solutions to challenging industry-related issues.  Typically, the work involves  analyzing and learning predictive models with multivariate sensory data from multiple sensors, which presents unique challenges. To tackle these, we delve into various advanced areas, including Deep Learning , Transfer Learning, Bayesian Approaches, and Online/Incremental Learning. Additionally, we are pioneering efforts in Explainable AI and Model Interpretability, ensuring that our models are not only powerful but also transparent such that the decision-making process of AI models are comprehensible to the end users.