PROFESSIONAL PROFILE
Machine Learning Engineer | Reinforcement Learning Researcher | Process Systems & Control Engineer
CURRICULUM VITAE · PDF
My experience, technical expertise, and selected research in one document.
I am a machine-learning and process-systems engineer working across reinforcement learning, scientific machine learning, and control. I develop data-driven methods for complex process systems in simulation and laboratory settings.
Value-based, actor-critic, and policy-optimization methods for discrete and continuous control, including DQN, TD3, TD7, and SAC; behavioral cloning, imitation learning, advanced experience replay, offline-to-online learning, and safe-RL action screening.
Deep-learning architectures spanning convolutional, recurrent, attention-based, and sequence-modeling methods; time-series modeling, PINNs, generative models, PCA/PLS, autoencoders, clustering, classical machine learning, and LLM applications.
Linear and nonlinear control, model predictive control, linear and nonlinear optimization, and metaheuristic optimization for nonlinear process systems.
Python, PyTorch, MATLAB/Simulink, Aspen Plus/Dynamics, Pyomo/IPOPT, SQL, Power BI, Tableau, Minitab, Git, and LaTeX; laboratory automation and hardware integration.
McMaster University
Research in deep reinforcement learning, safe reinforcement learning, scientific machine learning, and control for nonlinear process systems across simulation, Aspen Dynamics, and laboratory experimentation.
McMaster University
Supported Process Control, Transport Phenomena, and Reactor Design through tutorials, grading, student consultation, and examination support.
McMaster University
Thesis: Data-Driven Control and Fault Detection for Complex Process Systems
University of Tehran
Thesis: Data-Driven Modeling and Metaheuristic Optimization of a Residual Fluid Catalytic Cracking Process
Iran University of Science and Technology
Thesis: Design of a municipal-waste leachate treatment plant
Research & projects Publications Leadership, service & recognition