A highly motivated researcher specializing in AI/ML-driven predictive modeling and machine adaptation for manufacturing systems. I hold a Ph.D. from BITS Pilani, Hyderabad, where I developed intelligent solutions for real-time failure prediction and adaptive process control using machine learning and sensor integration. My work includes three patents (one granted, one published, and one filed) and multiple research excellence awards. I have developed AI-based real-time monitoring systems and reinforcement learning models for failure detection and process optimization, making significant contributions to the fields of smart manufacturing and predictive maintenance.  

Currently, I am pursuing independent research as an ANRF-National Postdoctoral Fellow at IIT-Bombay in the domain of direct energy deposition of metals. My work primarily focuses on the development of advanced materials for high-performance engineering applications. I focus on combining data-driven materials design with additive manufacturing approaches to explore next-generation metallic systems. The research aims to strengthen the link between fundamental materials science and practical, application-oriented outcomes, with relevance to safety-critical and structural domains.

​My research work or on-demand work includes different components/aspects mentioned below: