• At NIT Jalandhar, Summer School on Evolutionary Algorithms and Machine Learning, 16-20 June, 2025, Title: “Gradient-Based Optimization for Physics-Driven Neural Systems.” 

• At NIT Jamshedpur, Workshop on Numerical and Machine Learning Techniques for Applied Mathematics (NM-AM 2025) 10-14 July, 2025, Title: “Introduction to Physics-Informed Neural Networks and their Variants.”

• At NIT Hamirpur, Faculty Development Program on “Unified Approaches to Solving Differential Equations: From Classical Methods to Neural Networks (UniSDE-2025), Title: “Inverse Modeling (Data-Driven Modeling of PDEs) Using PINNs and Their Variants.”