Mohammad P. Toopchinezhad | Razi University

About Me

My full name is Mohammad Parsa Toopchinezhad. I am a final year Computer Engineering student at Razi University; experienced with research and teaching. Throughout my studies, I have primarily focused on Machine Learning (ML)–particularly Reinforcement Learning (RL)–which I have successfully applied to solve various simulated and real-world problems. Currently, I am working with my supervisor, Dr. Ahmadi, to develop adaptable ML agents for next-generation computer networks.

Seeking master's position for Fall 2025

Research Interests

Reinforcement Learning: applied, theoretical, model-based, meta-RL, multi-agent, …
Computer Networks: queue management, routing, resource allocation, SDN, VNF, wireless, …
Machine Learning: data augmentation, object detection, transfer learning

Publications

arXiv

Machine Learning Approaches for Active Queue Management: A Survey, Taxonomy and Future Directions

Mohammad Parsa Toopchinezhad, Mahmood Ahmadi

arXiv, 2024.

PDF Preprint

arXiv

Deep Reinforcement Learning for Delay-Optimized Task Offloading in Vehicular Fog Computing

Mohammad Parsa Toopchinezhad, Mahmood Ahmadi

arXiv, 2024.

PDF Preprint

SEE9

Application of Deep Reinforcement Learning in Semi-Active Control of Frame Structures Equipped with Multiple Damper Devices

Mohammad Parsa Toopchinezhad, Mostafa Toopchinezhad, Hamid Toopchi-Nezhad

Ninth International Conference on Seismology and Earthquake Engineering (SEE9), 2024.

PDF Published

Experience

Teaching Assistant

Razi University | Kermanshah | Sep 2022 - Present

Computer Networks TA under supervision of Dr. Ahmadi
Algorithm Design TA under supervision of Dr. Fathinezhad and Dr. Shafiee (2 semesters)
Technical English TA under supervision of Dr. Chalechale (2 semesters)

Research & Development Intern

Nirooye Gharb | Kermanshah | Jun 2024 - Sep 2024

Worked on the R&D team developing a transmission tower management system
Designed a light-weight, multistaged human detection algorithm utilizing background subtraction models and CNNs
Implemented and tested code on Raspberry Pi computers. Applied RTSP and MQTT protocols

Founder & Chairman

Razi AI Association | Kermanshah | Sep 2023 - Aug 2024

Led a multidisciplinary group of students as chairman. Website
Participating in various educational and project-based activities
Instructor of 6-part course on Machine Learning algorithms
Instructor of course titled “PyTorch in 1 hour”

Skills and Tools

Data Science & ML: PyTorch, TensorFlow, Scikit-learn, Matplotlib, Pandas, NumPy
Reinforcement Learning: Gym/Gymnasium, StableBaselines3, RLlib, NS-3
Miscellaneous: CUDA, Verilog, Git, Linux, LaTeX
Web Development: Django, Flask, ASP.NET, HTML, CSS, JavaScript
General: Research, Presentation, Teaching, Teamwork

My Presentations & Videos

Accelerating Neural Networks with CUDA [Slides]
Data Augmentation for Image Segmentation [Slides]
Ray-casting and the First 3D Games [Slides]
Retrieval Augmented Generation–Merging LLMs with IR [Slides]
Reinforcement Learning for Quadcopter Control [Slides]
Machine Learning: A Theoritical and Practical Guide (6-part video series, in Persian) [Playlist]
PyTorch in 1 Hour (in Persian) [Video]