# Martin Sit - Software Engineer | Machine Learning Specialist
Source: https://hello.cv/davidenyoghasim
Toronto

## Links
- LinkedIn | https://linkedin.com/in/martin-sit
- GitHub | https://github.com/martin226

## 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.

## Work
### Software Engineer Intern | Shopify
Incoming Software Engineer Intern position for Summer 2025.
- Secured an incoming Software Engineer Intern position for Summer 2025.
### Machine Learning Research Intern | Sunnybrook Research Institute
Contributed to advanced machine learning research, focusing on optimizing medical imaging and expanding datasets.
- 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).
### Cybersecurity Research Intern | University of Waterloo
https://uwaterloo.ca/
Developed systems for data collection and analysis in cybersecurity research, focusing on traffic fingerprinting and censorship-resistant internet communications.
- 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 | Computer Science
4.00 GPA | https://uwaterloo.ca/

## Awards
### RBC's 1st Place ($1,200) Prize
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
UofTHacks
Recognized as a winner at UofTHacks for the Twirl AI Agent for Building CAD Models project.

## Certificates
### AWS Certified Cloud Practitioner
Amazon Web Services

## Skills
### Python
Expert
- Programming Language
- Machine Learning
- Backend Development
### JavaScript
Expert
- Programming Language
- Frontend Development
- Backend Development
### TypeScript
Expert
- Programming Language
- Frontend Development
### Ruby
Expert
- Programming Language
- Backend Development
### SQL
Expert
- Database
- Data Management
### HTML5
Expert
- Web Development
- Frontend
### CSS3
Expert
- Web Development
- Frontend
### C++
Proficient
- Programming Language
### Java
Proficient
- Programming Language
### Go
Proficient
- Programming Language
### Racket
Competent
- Programming Language
### React
Expert
- Frontend Framework
- JavaScript
### Next.js
Expert
- Frontend Framework
- React
### Express.js
Expert
- Backend Framework
- Node.js
### Node.js
Expert
- Backend Runtime
- JavaScript
### Flask
Expert
- Backend Framework
- Python
### Vue.js
Expert
- Frontend Framework
- JavaScript
### Tailwind CSS
Expert
- CSS Framework
- Frontend
### TensorFlow
Expert
- Machine Learning Framework
- Deep Learning
### Rails
Expert
- Backend Framework
- Ruby
### OpenCV
Expert
- Computer Vision
- Image Processing
### Mediapipe
Expert
- Machine Learning
- Computer Vision
### SocketIO
Expert
- Real-time Communication
- WebSockets
### JWT
Expert
- Authentication
- Security
### Redis
Expert
- Database
- Caching
### Docker
Expert
- Containerization
- Deployment
### PostgreSQL
Expert
- Database
- SQL
### MongoDB
Expert
- Database
- NoSQL
### Google Cloud Platform (GCP)
Expert
- Cloud Computing
- Deployment
### PyTorch
Proficient
- Machine Learning Framework
- Deep Learning
### Django
Proficient
- Backend Framework
- Python
### Firebase
Proficient
- Backend-as-a-Service
- Cloud Database
### AWS
Proficient
- Cloud Computing
### Azure
Proficient
- Cloud Computing
### Git
Expert
- Version Control
### Bash
Proficient
- Scripting
- Command Line
### Linux
Proficient
- Operating System
- Command Line

## Projects
### Twirl - AI Agent for Building CAD Models
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
A mobile rewards application incentivizing eco-friendly purchases with AI-powered receipt scanning and seamless data processing.
### Credibility - Full-Stack Web Research App
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
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
https://jakesresu.me
A platform enabling users to convert any resume into the industry-standard LaTeX template, featuring advanced pa



rsing, rendering, and a robust backend.

## Source
Read this profile on Hello.cv: https://hello.cv/davidenyoghasim
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