SakshamBedi
Deep Learning/AI Student
Hi!👋🏼
I am Saksham Bedi, a driven 5th-year Computer Science student at the University of Manitoba specializing in AI & Deep Learning with an Economics and Math minor. I am the lead researcher on a 3D point cloud diffusion model that cuts agricultural data collection from 90 days to minutes, and I built an image classification web app deployed on AWS with React, FastAPI, and Docker.
Research
- 3D Point Cloud Diffusion Model: Lead researcher on an autoencoder-based diffusion model for infected wheat plant point clouds, reducing data collection time from 90 days to minutes with an Earth Mover's Distance of ≈0.003 and Chamfer distance of ≈0.005.
Skills
AI & ML Skills: Deep Learning Architectures (CNNs, RNNs), Generative Models (AutoEncoders, GAN), Computer Vision, Transfer Learning, Hyperparameter Optimization
Languages: Python, Java, JavaScript, C++, C, R
Frameworks: PyTorch, NumPy, Matplotlib, Pandas, FastAPI, TensorFlow + Keras
Cloud & DevOps: AWS (CloudFront, EC2, Lambda, S3, Amplify), Azure, CI/CD (GitHub Actions), Dynatrace, Docker, Nginx, REST API
Database: SQL, MongoDB, Neo4j
Tools: TensorBoard, Git, GitHub/GitLab, Figma, JIRA, Pytest, Hugging Face, Linux
Work Experience
Software Developer & Project Manager
Daemon Defense Systems, Winnipeg, MB
- Built a reliable pipeline using Microsoft Fabric and a BI dashboard for 20 project managers, replacing error-prone Excel sheets and cutting data handling time by 15% while reducing errors by 8%.
- Planned and coordinated RIS‑PACS upgrades across Manitoba, collaborating with clinical engineering teams and integrators to ensure seamless integration with existing infrastructure.
- Architected and deployed an Azure-integrated monitoring solution with Dynatrace, identifying 12 critical vulnerabilities responsible for a province-wide outage in 2023.
- Streamlined device procurement processes, achieving 100% on-time delivery through strategic planning and cross-functional coordination.
Software Developer Intern
InfoMagnetics Technologies, Winnipeg, MB
- Integrated Loqate REST API with IBM Master Data Management System, reducing keystrokes by 50% and improving data accuracy.
- Spearheaded JIRA implementation to streamline Agile workflows, boosting team efficiency by 20%.
Education
B.Sc. in Computer Science,
2020 - 2025
University of Manitoba
