
Arran Amaravel Babu
ML & Full-Stack Developer Intern
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About
Internship project: Mantis Vision, AI seaweed health assessment
Startup Project: EduBerry: School Management SaaS
Experience
ML & Full-Stack Developer Intern at National Institute of Ocean Technology (NIOT), India (2026-07 – 2026-07)
Internship project: Mantis Vision, AI seaweed health assessment
- Built Mantis Vision, a “Google Lens for seaweed” PWA: users photograph a specimen and get species, health status, and disease severity, with a Grad-CAM heatmap explaining each prediction.
- Designed a schema-driven multi-task model in PyTorch: a shared EfficientNet-B0 backbone (transfer learning) that auto-grows a classification, regression, or segmentation head per admin-defined measurement, so new diagnostics need no code changes.
- Built the MLOps loop: FastAPI inference service (Docker, Hugging Face Spaces), one-click retraining on GitHub Actions, ONNX export, and zero-downtime hot-swapping of promoted checkpoints.
- Shipped a role-gated admin dashboard (Next.js, TypeScript, Supabase Postgres/Auth/Storage/RLS) for image labelling, schema editing, and model metrics review.
Founder & Full-Stack Developer at EduBerry: School Management SaaS (2025-01 – Present)
- Built a white-label school management platform from scratch to replace paperwork and WhatsApp-driven coordination; live at Muthamil Public School for 7+ months, used by 80+ teachers and 1050+ students.
- Implemented role-based access for 7 user types (students, teachers, coordinators, principals, admins, drivers, and smartboard kiosks) using Supabase Auth and PostgreSQL row-level security.
- Shipped several modules, including task management, classroom LMS, exams with a grading queue and rank analytics, leave applications with approval chains, fee management, payroll management and announcements with push notifications.
- Built GPS/geofence-verified staff attendance with a live homeroom smartboard view, live bus GPS tracking with stop rosters, direct bank fee collection and salary payouts, and PDF certificates with a public verification page.
- Tech stack: Next.js (App Router), TypeScript, Tailwind CSS, Supabase (PostgreSQL, RLS, Auth), Vercel; each school gets a dedicated branded deployment.
- Business model: white-label SaaS at ₹19/member/month; running an active feedback loop with the pilot school ahead of commercial launch.
Group Lead at NFL Big Data Bowl 2026, Kaggle Competition (2026-01 – 2026-03)
- Competed in Kaggle’s NFL Big Data Bowl 2026, a national-level sports analytics competition with hundreds of participants.
- Achieved top 50% ranking using Python-based data analysis and predictive modelling on NFL player tracking data.
Group Member at Job & Course Recommendation System (2025-01 – 2025-05)
- Developed an AI-powered career assistant to suggest suitable jobs and relevant courses based on user career goals.
- Implemented skill-matching algorithms to align user profiles with job requirements, improving career planning efficiency.
Group Member at Build-To-Order (BTO) Management System (2025-01 – 2025-05)
- Developed a Java-based application to manage Singapore’s BTO public housing process for applicants, HDB officers, and managers.
- Designed features for project management, flat booking, inquiry handling, and application processing.
Group Member at SMUBIA Data Hackathon (2025-02 – 2025-03)
- Competed among 160+ participants in a national-level hackathon focused on business intelligence and data analytics.
- Collaborated in a 3-member team to tackle text analysis and data visualisation challenges.
Subcommittee Member at Business & IT Subcommittee, CCDS, NTU (2024-09 – Present)
- Served on both the Business and IT subcommittees, contributing to club operations and tech initiatives.
- Managed merchandise at point of sale, overseeing inventory handling and smooth sales execution during club events.
- Reduced merch circulation work time by 50% by introducing Zoho’s inventory management system.
President at Entrepreneurship Club, Muthamil Public School (2022-04 – 2024-03)
- Conducted weekly pitching sessions, workshops, and collaborative projects to encourage innovation.
- Led the club to inspire entrepreneurial thinking among 50+ students.
Education
Bachelor of Computing in Artificial Intelligence and Society | Minor in Entrepreneurship – Nanyang Technological University, Singapore (2024-08 – 2028-05)

