Janpreet Swatch
I’m a software engineering student with hands-on experience in ML, web development, and data processing. I enjoy turning data into meaningful insights and building scalable applications that users love.
About
I’m a software engineering student with hands-on experience in ML, web development, and data processing. I enjoy turning data into meaningful insights and building scalable applications that users love. I thrive in collaborative teams and embrace fast-paced environments to deliver tangible results.
Recently Graduated from McMaster University in B.Tech in Software Engineering Technology, I’ve completed cross-functional co-ops focusing on ML model improvements, UI feature development with Angular/React, and end-to-end full-stack projects. I’m motivated by learning new technologies and contributing to impactful projects in healthcare, education, and software services.
- 1 year's experience
- Joined October 2025
Industry experience
- Software & Internet
- Healthcare
- Education
Work experience
Improved a MobileNetV2 + U-Net model to predict head, neck, and spine keypoints from medical images. Preprocessed images using OpenCV, NumPy, and Pandas. Created a custom training loop to combine outputs of an older model with inputs of the new one. Applied L2 regularization and controlled oversampling to address class imbalance. Achieved precision 0.9707, recall 0.8550, and loss 0.0909. Visualized predictions by overlaying keypoints on test images with 90%+ alignment accuracy. Managed sprints and daily progress using Jira and Zoom with the team.
Built multiple features for a student portal using Angular and TypeScript. Implemented data binding, routing, services, and observables to manage UI state and backend calls. Created reusable components for attendance, grades, and announcements. Debugged and fixed UI bugs, reducing issue turnaround by 40%. Worked in sprints and pushed code through Git and team reviews.
Designed a business website in React with sections for services, contact, and company info. Made the site responsive for mobile and desktop users. Used basic SEO techniques to improve visibility. Integrated EmailJS API to route contact form submissions to the business owner's email. Helped the client increase website engagement by 30%.
Education
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