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Rayean Patric F

Tiruchirappalli, Tamil Nadu · India

Hi, I’mRayean.

AI systems engineer and researcher. I take models out of notebooks and put them on hardware people depend on — then keep them running. Currently SDE at AugurAI.

3
Papers published
5+
Projects built
9.27
GPA · SRM IST

01 / About me

B.Tech CSE · AI & ML · 2022–2026

I work in the gap between a paper that works and a product that holds up.

My foundation is machine learning, computer vision and autonomous systems. I’ve published across precision agriculture and biomedical AI — 3 papers out — with active research on self-supervised learning for ECG arrhythmia classification.

Alongside that, production depth: agentic AI pipelines, LLM-powered applications and end-to-end MLOps infrastructure. And three years of building communities — IEEE Student Branch Chairperson, founder of an open-source research society.

Education

B.Tech, Computer Science (AI & ML)
SRM IST, Trichy · 2022–2026
GPA 9.27 · 25% merit scholarship

Now

Software Development Engineer
AugurAI · Sept 2025 — present
Computer vision & agentic systems

What I’m strongest at

  • Research & development90
  • Machine & deep learning88
  • Technical leadership90
  • Computer vision85
  • Agentic AI & LLM pipelines85
  • MLOps & deployment82

Tools I reach for

  • Python
  • PyTorch
  • TensorFlow
  • Docker
  • SQL
  • JavaScript
  • Computer vision
  • Neural networks
  • Agentic pipelines
  • Model deployment

02 / Things I’ve built

Swipe to browse →

Atrial fibrillation prediction

2025 — 2026

An arrhythmia prediction model using self-supervised learning as a dual encoder — morphology and rhythm learned apart, then fused for higher reliability and precision.

  • Python
  • PyTorch
  • Computer vision
  • Time series
  • Docker

Plant diagnosis & agri chatbot

2024 — 2025

Leaf-based disease diagnosis plus a Grok-powered chatbot for agricultural assistance. Deployed on HuggingFace, open-sourced on Zenodo.

NSFW content detection

2024

A comparative analysis of ten models — EfficientNet, ResNet, MobileNet and more — tuned for real-time moderation, landing between 63% and 94% accuracy.

Agentic defect inspection

At AugurAI

A production agentic chatbot wiring vision-language models into an autonomous defect-detection loop — plus the CI/CD that ships it OTA to client terminals.

  • VLM
  • Annotation pipelines
  • CI/CD
  • OTA delivery

01 / 04

03 / Where I’ve worked

Full-time & internships

AugurAI

Sept 2025 — present

Current

Software Development Engineer

  • Built a production-ready agentic AI chatbot integrating vision-language models into autonomous defect-detection loops.
  • Owned end-to-end computer vision infrastructure — camera configuration, annotation pipelines, iterative model training.
  • Established the company's CI/CD pipeline from scratch, automating binary compilation and OTA delivery to industrial client terminals.

Office Hub Tech

Zoho Partner · Aug — Nov 2025

AI Analyst Intern

  • Conceptualized and built an LLM-powered analytics application for Zoho Marketplace, automating metric extraction and insight generation.
  • Pitched directly to the CEO and delivered a full knowledge transfer to the internal team.

Ministry of Education

Oct 2024 — Jan 2025

Machine Learning Developer Intern

  • Analyzed global innovation metrics to support strategic planning decisions.
  • Resolved critical bugs, improving stability and UX of government-facing web platforms.

04 / Communities I’ve led

SRM IST Trichy

  • Chairperson, IEEE Student Branch

    Jan — Nov 2025

    Directed chapter-wide conferences, technical workshops and hackathons, driving student engagement with applied research.

  • Founder & President, FOSS Society

    Nov 2023 — Oct 2025

    Founded a research-oriented open-source community. Ran 3+ technical workshops and 8+ AI/ML events across the institution.

  • Cyber Physical Systems Research Team

    Feb 2023 — May 2026

    Three years of active research, resulting in 3 published papers across AI and systems.

05 / What I’ve published

3 published

Co-author

Published

Review of Various Integrative Approaches to Cardiovascular Disease and COVID-19: Biomarkers, AI, and Natural Treatments

Balaji Ganesh R, Deebalakshmi R, Rayean Patric, et al. · Cureus J Comput Sci

Conceptualization, end-to-end implementation, SDG-aligned research design. Read (opens in a new tab)

Published

Comprehensive Analysis of YOLO Models for Deployment in Precision Agriculture

Balaji Ganesh R, Yoga Vignesh, Rayean Patric, et al. · IJCA Vol. 32, No. 2, Jun 2025

Implementation and manuscript drafting. Read (opens in a new tab)

Published

Intelligent Vehicle Management System Using IoT

N. Saranya, S. S. Priya, Rayean Patric · 2024 5th ICESC, Coimbatore

Conceptualization, architecture design, simulation and project oversight. IEEE (opens in a new tab)

06 / Writing on the side

Medium & LinkedIn

What If Ctrl+C, Ctrl+V Didn’t Exist?

Medium (opens in a new tab)

What If Undo and Redo Didn’t Exist?

A world of oops, epic facepalms, and laughs to survive it all.

LinkedIn (opens in a new tab)

07 / Certifications

  • Python DeveloperGoogle
  • CUDA ToolkitNvidia DLI
  • Jetson Nano SpecializationNvidia DLI
  • ML SpecializationDeepLearning.AI
  • Transformer-based NLPNvidia DLI

Plus 10+ more across Python, SQL, Docker and ML.

08 / Wins along the way

  • 1st prize — Spectrum'25 24-hour hackathon, VIT Chennai
  • Organized and led 8+ events and workshops under FOSS Society & IEEE
  • 25% merit scholarship — SRM Institute of Science and Technology
  • 3 research papers published, 5+ projects shipped