Amir Refaee Email & Phone Number

Vancouver, BC, CA

Vancouver, British Columbia, Canada

Machine Learning, LLMs, and Agents for Software Analysis

Vancouver, British Columbia, Canada

· Worked on development and integration of Machine Learning models· Implemented monitoring for ML model pipelines for retraining, inference, and data validation· Implemented Full CI/CD on ML pipelines using AWSNote: Position eliminated due to mass layoffs

· Intelligent Process Automation using Reinforcement Learning· Synthetic Datasets using Generative Models· Forecasting using Deep Learning · contributed to the open-source joint venture between the Vector Institute and Telus for Model Based Reinforcement Learning for datacenter HVAC control found in.

• Improved accuracy on filtered‑backprojection single‑shot reconstruction in photoacoustic tomography (PAT) using GPU programming (CUDA C)
• Implemented state‑of‑the‑art iterative reconstruction algorithm (FISTA with a Total Variational Regularizer for PAT)
• Using an image‑translation GAN, reduced Radio Frequency data artifacts and background noise

• Teaching assistant for APSC 160 - Introduction to Computation in Engineering Design
• Administer weekly labs and quizzes for 60+ students
• Marking student lab submissions and exams
• Q&A sessions both in person and online

Vancouver, Canada Area

• Involved in two major projects: Photoacoustic Imaging:
• Computation tecniques ofr Photoacoustic Tomography (PAT) image reconstruction
• Implementation of the Delay-and-Sum algorithm in CUDA C
• Writing a pipeline for image reconstruction for the NVIDIA DGX machineDigital Pathology:
• Pipeline for automatic segmentation of mice brain histology slides
• Feature extraction and selection for classical machine learning algorithms

Sunnyvale, CA

• Implementation of behavioral robotic programming in C++ including clinical user feedback interface using concepts such as state machines, inheritance, and polymorphism
• Migration of complex nested Subversion software tree to a more modern Git tree structure+ Exploration and implementation of automated software tree builds

Bachelor Of Applied Science (B.A.Sc.) With Distinction, Engineering Physics

Computer Science And Biomedical Engineering

Exchange student for fall 2016 semester

High School, International Baccalaureate Dipolma Candidate

Graduated with "Honours With Distinction" standing