2017 - 2023
A good model is only half of the product
Sep 2017 - Jun 2020
MSc, Artificial Intelligence and Robotics · Amirkabir University of Technology, Tehran
Thesis: "Designing an Embedded System for Activity Recognition Using a Surveillance Camera"
2020
Real-Time Activity & Intention Recognition
Built an end-to-end video-to-decision pipeline: compresses a motion clip into a single time-encoded image, classified by a lightweight AlexNet-style CNN. Designed for embedded use: the CNN and image pipeline were simulated with Xilinx simulators for a ZCU102 FPGA board.
Created the training dataset from scratch (no public dataset existed).
2021
First author of the arXiv preprint.
Accuracy in the paper: 98.78% on my dataset, 97.95% on KTH, 100% on Weizmann, 78.48% on HMDB-51. · reported in the 2021 preprint
Jun 2020 - Mar 2022
AI/ML Project Reviewer · Abadan University of Medical Science, Abadan
Reviewed deep-learning projects in medical image analysis (model architecture, training procedure, evaluation metrics).
Jun 2021 - Mar 2023
Deep Learning Mentor and Teaching Assistant (Part-Time) · Maktabkhooneh, Tehran
Taught and mentored 100+ students in Reinforcement Learning, CNNs, and Deep Learning.
Co-developed the course curriculum with industry examples.
