About

Highly motivated and results-driven Computer Science student with a strong foundation in full-stack development, machine learning, and cybersecurity. Proven ability to architect, develop, and deploy scalable applications and AI/ML solutions, demonstrated through impactful internships and award-winning projects. Eager to leverage expertise in Python, JavaScript, cloud platforms (AWS, GCP, Azure), and various frameworks to drive innovation and solve complex technical challenges.

Martin Sit

Software Engineer | Machine Learning Specialist
Toronto, CA.

Work

Shopify
|

Software Engineer Intern

Summary

Incoming Software Engineer Intern position for Summer 2025.

Highlights

Secured an incoming Software Engineer Intern position for Summer 2025.

Sunnybrook Research Institute
|

Machine Learning Research Intern

Summary

Contributed to advanced machine learning research, focusing on optimizing medical imaging and expanding datasets.

Highlights

Engineered a 3D convolutional neural network (CNN) to optimize treatment monitoring, enabling real-time analysis.

Achieved a 46x speed improvement with high accuracy in ultra-fast image reconstruction approximations.

Expanded ML training data by 50% through the generation of synthetic radio frequency image datasets.

Conducted research on and implemented key findings from advanced neural network architectures (U-Net, ResNet, DenseNet).

University of Waterloo
|

Cybersecurity Research Intern

Summary

Developed systems for data collection and analysis in cybersecurity research, focusing on traffic fingerprinting and censorship-resistant internet communications.

Highlights

Architected a GUI automation system to collect over 20 GB of TCP/IP packet data from video conferencing calls.

Scraped and processed 100+ hours of video data to curate a robust dataset for ML model training.

Presented research papers to lab groups on traffic fingerprinting and censorship-resistant internet communications.

Education

University of Waterloo

Honours Bachelor of Computer Science, Co-op

Computer Science

Grade: 4.00 GPA

Awards

RBC's 1st Place ($1,200) Prize

Awarded By

Hack the North 2024

Awarded 1st place out of 842 participants at Hack the North 2024, Canada's largest hackathon, for the EcoRewards mobile app.

UofTHacks Winner

Awarded By

UofTHacks

Recognized as a winner at UofTHacks for the Twirl AI Agent for Building CAD Models project.

Certificates

AWS Certified Cloud Practitioner

Issued By

Amazon Web Services

Skills

Python

Programming Language, Machine Learning, Backend Development.

JavaScript

Programming Language, Frontend Development, Backend Development.

TypeScript

Programming Language, Frontend Development.

Ruby

Programming Language, Backend Development.

SQL

Database, Data Management.

HTML5

Web Development, Frontend.

CSS3

Web Development, Frontend.

C++

Programming Language.

Java

Programming Language.

Go

Programming Language.

Racket

Programming Language.

React

Frontend Framework, JavaScript.

Next.js

Frontend Framework, React.

Express.js

Backend Framework, Node.js.

Node.js

Backend Runtime, JavaScript.

Flask

Backend Framework, Python.

Vue.js

Frontend Framework, JavaScript.

Tailwind CSS

CSS Framework, Frontend.

TensorFlow

Machine Learning Framework, Deep Learning.

Rails

Backend Framework, Ruby.

OpenCV

Computer Vision, Image Processing.

Mediapipe

Machine Learning, Computer Vision.

SocketIO

Real-time Communication, WebSockets.

JWT

Authentication, Security.

Redis

Database, Caching.

Docker

Containerization, Deployment.

PostgreSQL

Database, SQL.

MongoDB

Database, NoSQL.

Google Cloud Platform (GCP)

Cloud Computing, Deployment.

PyTorch

Machine Learning Framework, Deep Learning.

Django

Backend Framework, Python.

Firebase

Backend-as-a-Service, Cloud Database.

AWS

Cloud Computing.

Azure

Cloud Computing.

Git

Version Control.

Bash

Scripting, Command Line.

Linux

Operating System, Command Line.

Projects

Twirl - AI Agent for Building CAD Models

Summary

An AI-powered CAD modeling agent that generates parameterized 3D models from natural language prompts, with real-time visualization and a 3D printing pipeline.

EcoRewards – Mobile Rewards App

Summary

A mobile rewards application incentivizing eco-friendly purchases with AI-powered receipt scanning and seamless data processing.

Credibility - Full-Stack Web Research App

Summary

A web-based research tool leveraging Large Language Models (LLMs) and key metrics to assess website credibility, content, and UI.

Sensai – Full-Stack Workout Coach

Summary

A full-stack fitness platform providing real-time AI feedback for live camera input, with secure user authentication and session management.

Make it Jake's - Resume Template Translator

Summary

A platform enabling users to convert any resume into the industry-standard LaTeX template, featuring advanced pa rsing, rendering, and a robust backend.

Languages