Portfolio Set · Rev. 04
Sheet 01 / 05 — Cover

John Paul Hilson

Aspiring Ai Engineer · Est. 2026
General Notes
  1. AI/ML engineer specializing in computer vision, generative AI, and retrieval-augmented generation — turns research into working applications, not just proofs of concept.
  2. Published research at ICDAM-2025 (Springer) and accepted at ICICC-2026; hands-on industry experience through an internship at Tech Mahindra.
  3. B.E. in Computer Science (AI & ML), Chandigarh University, graduating 2026 — open to AI/ML engineering roles and research collaborations.
Sheet 02 / 05 — Specifications

Bill of Materials

I build AI systems the way I'd design an experiment — hypothesis-driven, measured, and reproducible enough that someone else could pick up where I left off.

During my internship at Tech Mahindra, I worked on computer vision for an MBSE-based automated guided vehicle proof-of-concept and contributed to retail and cold-chain frameworks — where "it works in the demo" and "it works on the warehouse floor" turned out to be very different bars to clear.

Outside of coursework, I've had two papers accepted — one on AI-driven fashion curation (Springer, ICDAM-2025) and one on emotion and eye-response fusion for mental wellness (ICICC-2026).

FIG. 2.1 — CORE COMPETENCY SCHEMATIC
Ref. Fig. 2.1 — Skill inventory, ordered by proficiency
No.DescriptionCategoryLevel
1Python Languages
2PyTorch / TensorFlow Deep Learning
3Computer Vision (OpenCV, MediaPipe, YOLO)AI/ML
4RAG / FAISS / Sentence TransformersGenAI & Vector Search
5LLMs / Prompt Engineering GenAI
6SQL / StreamlitWeb & Data
Sheet 03 / 05 — Assemblies

Selected Projects

DWG. A-101

AI-Powered Exam Question Generator

Built an AI application that generates syllabus-based exam questions from uploaded PDFs using Retrieval-Augmented Generation. Implemented semantic search for context retrieval and AI-assisted document chat, with customizable question types (MCQ, short/long answer, true/false, fill-in-the-blank) and PDF/DOCX export.

  • Python
  • Streamlit
  • FAISS
  • Sentence Transformers
  • NVIDIA AI API
View Assembly →
DWG. A-102

Emotion & Eye-Response Fusion for Mental Wellness

Deployed a lightweight, CPU-friendly interface fusing facial emotion recognition and eye-tracking to classify Relaxed, Focused, Stressed, and Fatigued states, with real-time adaptive feedback generated via LLMs. Accepted at ICICC-2026.

  • Python
  • OpenCV
  • MediaPipe
  • LLMs
View Assembly →
DWG. A-103

AI-Driven Personalized Fashion Curation

Developed a virtual fashion try-on concept using deep learning, generating clothing recommendations based on skin tone, gender, and body shape ahead of a virtual try-on step. Published in ICDAM-2025, Volume 6, Springer.

  • Python
  • TensorFlow
  • OpenCV
  • MediaPipe
View Assembly →
Sheet 04 / 05 — Revision Log

Career Revisions

RevDateDescription of Change
A Jul 2025 — Dec 2025 Support Trainee,Tech Mahindra Built proof-of-concept frameworks for retail and cold-chain supply problems; conducted applied research for kitchen appliance systems; contributed computer vision components to an MBSE-based automated guided vehicle proof-of-concept.
Sheet 05 / 05 — Order Form

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