Teaching

Teaching and Mentorship

Graduate Research Mentor and Workshop Instructor
University of Michigan
2023–Present

• Mentored M.S. students on AI-driven life cycle assessment and aluminum extrusion optimization, including project scoping, coding, and writing.
• Designed and delivered onboarding workshops on Python for manufacturing research, with emphasis on data analysis, uncertainty, and reproducibility.

Primary Instructor and Teaching Assistant
University of Engineering and Technology Lahore
2019–2020

• Primary instructor for Manufacturing Processes Laboratory for more than 40 students; developed laboratory activities and assessment rubrics.
• Teaching assistant for Industrial Materials and Production Planning & Control.

Courses Prepared to Teach

• Manufacturing Processes
• Sustainable Manufacturing
• Life Cycle Assessment for Engineers
• Data-Driven Engineering
• Machine Learning for Mechanical Engineers
• Production Systems and Supply Chain Analytics
• Engineering Optimization under Uncertainty
• Physics-Integrated AI for Industrial Decarbonization