Projects
AI-Powered Smart Shopping Assistant
LLM-powered shopping assistant that replaces keyword search with semantic understanding. Used a fine-tuned small LLM for intent classification and a custom RAG pipeline with pre-computed category embeddings for low-latency retrieval.
In-Game Revenue Optimization
A hybrid Set Transformer + Two-Tower architecture for microtransaction optimization in a major sports game. The Set Transformer handles variable-size player marketplaces; the Two-Tower scoring generalizes to unseen transaction types. Demonstrated 10% revenue uplift potential.
Recycling Plant Simulator
Open-source Python package for McMaster University, used to develop and validate classification algorithms for recycling plant sorting.
Robust Economic MPC for Solar Systems
PhD research combining Gaussian process regression with model predictive control. The novelty: a self-tuning kernel that adapts online to quasi-periodic disturbances without manual hyperparameter selection. Published in two journal papers.
| Project | Description |
|---|---|
| Adaptive Optics Control | Novel inverse-dynamics solution for deformable mirror shape control using transverse actuators |
| Train Monitoring System | Portable data logger reducing diagnostic times by 80% for Iran Railways |
| Locomotive Fault Diagnostics | DWT + LVQ neural network achieving 90% early fault detection on DC traction motors |
| Magnetic Electron Lens | High-precision magnetic lens design for transmission electron microscopy |
| Y25 Bogie Analysis | SRSS/CQC spectrum methods replacing expensive dynamic simulations for force evaluation |
| MD523 Bogie Dynamics | Multi-rail-class dynamic simulation in ADAMS/Rail |