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Automate Pothole Detection with RF-DETR & ByteTrack
Discover how to build a pothole detection pipeline. Use Roboflow Workflows to automate road hazard tracking and repair prioritization.
Aarnav Shah
incoming @uwaterloo ce
Incoming ML Intern, Growth
Roboflow (YC S20) · Internship
Jul 2026 – Sep 2026 · 3 mos
New York,
United States · Remote
Computer Vision projects reaching 500,000+ developers.
Research Intern
University of Waterloo · Internship
Jul 2025 – Jun 2026 · 1 yr
Waterloo,
Ontario, Canada · On-site
Building ML-based surrogate models (ANN) replacing Pore Network Model simulations for redox flow batteries.
AI + SWE Intern
Ally Solutions · Internship
May 2025 - Sep 2025 · 5 mos
Boca Raton,
Florida, United States · Remote
Integrating AllyVoice and AllyChat into the clients' businesses.
Lifeguard & Swim Instructor
City of Brampton · Permanent Part-time
Mar 2024 - Jan 2026 · 1 yr 11
mos
Brampton, Ontario, Canada · On-site
Enforced safety regulations, prevented accidents, and executed high-quality swimming sessions for participants of all skill levels while teaching critical rescue and first aid skills.
Skills: Swimming, Lifeguarding, Swim Instruction
UI/UX Designer, Workshop Lead (AI) & Event Organizer
Ignition Hacks · On-Call
Apr 2025 - Sep 2025 · 6 mos
Ontario, Canada ·
Remote
Creating UI for Ignition Hacks Website. Organized events and led AI workshops.
All
Python
React
AI / ML
Computer Vision
Flask
frameworks & tools
DjangoReactReact NativeNext.jsFlaskSocketIOSQLitePostgreSQL
other
Machine LearningComputer VisionArduinoAutodesk FusionFull-StackApp Dev
Schulich Leader Scholarship - Engineering
Awarded $120,000 for Engineering at York University, but politely declined.
Schulich Leader Scholarship - Science
Awarded $100,000 for Software Engineering at Guelph University, but politely declined.
Gen AI Genesis 2025
1st Place — Virtual AI Finance Hack (SpendWise)
Hack49 2024
2nd Place — Privacy and Data Protection (FishAlert)
UW Gauss Contest
1st Place — Certificate of Outstanding Achievement
UW CCC Junior Contest
3rd Place — Certificate of Distinction
UW Cayley Contest
8th Place — Certificate of Distinction
UW Galois Mathematics
Certificate of Distinction
Coming Soon...
Research papers and publications are currently in progress.
All
Detection
Inspection
LLM / VLM
OCR
Workflow
Tutorial
May 2026
May 2026
OpenAI GPT 5.5: Vision Benchmarks & Roboflow Workflows
Explore OpenAI GPT 5.5 vision benchmarks. Learn how to test it on your data & how to use it in Roboflow Workflows.
Apr 2026
American Football Player Tracking with RF-DETR & Roboflow
Transform broadcast footage into actionable sports data. Learn how to build a real-time football player tracking pipeline with Roboflow.
Apr 2026
Automate TCG Inventory: Pokémon Card OCR
Learn how to build an automated TCG inventory pipeline using RF-DETR and Gemini 2.5 Flash to extract card details and market values.
Apr 2026
Medical OCR: High-Precision Device Inspection
Eliminate medical device recalls with AI-powered OCR. Learn how to build a two-stage Vision Agent using Roboflow.
Mar 2026
Zero-Shot Auto-Labeling with VLMs using Roboflow
Learn how to use Vision-Language Models (VLMs) like Florence-2 in Roboflow to auto-label datasets faster for production-ready models.
Mar 2026
Build a Body-in-White Inspection System with Computer Vision
Optimize your Body-in-White (BiW) quality gate with computer vision. Learn to use Roboflow for surface reasoning to prevent assembly failures.
Feb 2026
Computer Vision for Semiconductor Inspection
Boost manufacturing yield with computer vision for semiconductor inspection. Learn how to detect cracks, scratches & wafer defects in real-time
Feb 2026
How to Build an Edge Vision System for Weld Inspection
Automate weld inspection with computer vision. See how to detect missing or bad welds with RF-DETR and Gemini.
Feb 2026
Prevent Food Recalls with Computer Vision
Detect label errors and undeclared allergens in real time. Build an automated inspection workflow with Roboflow.
Dec 2025
Gemini 3 Pro Sets New Vision Benchmarks: Try It Here
Explore Gemini 3 Pro’s performance, then try and compare it against other top vision models using Roboflow Playground, no code required.
Dec 2025
How to Build Vision AI Agents
Learn what Vision AI Agents are, and how to build agentic vision workflows fast using Roboflow.
Dec 2025
Best No-Code Computer Vision Tools & Platforms
Build vision AI without writing code. Compare the top no-code & low-code computer vision platforms. Find the right tool for your use case.
Oct 2025
How to Label and Train Instance Segmentation Data
Learn how to label segmentation data quickly with Roboflow’s Smart Polygon tool & train an RF-DETR model for high-accuracy instance segmentation.
Aug 2025
Build a Flutter App with Computer Vision with Roboflow
Learn how to build a Flutter with computer vision using Roboflow. Build AI-powered apps fast. Step-by-step guide.
Aug 2025
Build Vision AI Apps Fast with LLMs and Roboflow
Use LLM coding assistants with Roboflow to build vision AI apps in hours. No coding or ML expertise required. See licensing best practices.
Aug 2025
Automate Image Sorting with Roboflow and n8n
Learn how to use Roboflow and n8n to sort images in Google Drive, no complex coding required. Streamline photo organization.
Aug 2025
Build a Real-Time PCB Defect Detection System
Learn how to create a real-time PCB defect inspection tool fast. Detect and classify defects such as shorts, missing holes, and spurious copper.
Jul 2025
Build a Real-Time Process Tracker With Computer Vision
Learn how to build a real-time process compliance tracker using computer vision. Easily train a custom model and deploy it. Handwashing example.
who I am
17-year-old from Toronto, Ontario. My journey spans ML research at UWaterloo and shipping CV products at Roboflow. I build things at the intersection of AI and real-world impact.
certifications
- • Introduction to Programming Using Python
- • Machine Learning A-Z (Udemy)
- • Swim Instructor/Lifeguard
- • Clifford Chance Cyber Security Simulation
- • J.P. Morgan SWE Virtual Internship