Hello

Guneev

Software developer · Hamilton, Ontario

Scroll

01 / About

Software is a craft of making hard things feel simple.

Driven, curious, and always eager to learn. I'm fascinated by the ongoing application of big data, from machine learning and AI to frictionless systems, IoT, VR, AR, cyber security, and cloud computing.

Your Photo

02 / Toolkit

The working set.

LanguagesPython

Languages / 5 tools

Pick a layer, then go deeper.

The language behind AI experiments, automation, APIs, and computer vision work.

LanguagesPython · Java · C++ · JavaScript · SQL · Bash · R
AI / MLPyTorch · LangChain · Hugging Face · OpenAI API
Cloud & DevOpsAWS · GCP · Terraform · Git · GitHub Actions · Docker · Linux
FrameworksReact · Flask · Django · Node.js · Vue.js

03 / Professional experience

Where I build.

PurolatorApplication Engineer Co-opSep 2025 — Apr 2026

Multi-region AWS serverless architecture, Terraform, GitHub Actions, monitoring dashboards, and an Amazon Bedrock RAG chatbot.

NovadoxAI Software Developer Co-opMay — Aug 2023

Personalized student budgeting with OpenAI and PyTorch, plus a LangChain document and web question-answering system.

BlueLogicFull-Stack Software Developer InternJul — Aug 2021

React and Flask pharmacy application with chatbot functionality, plus a PyTorch computer vision dog-breed classifier.

emQubeML Software Developer InternAug — Sep 2020

Amazon Alexa skills using NLP, ASR, DNNs, and SSML to assist elderly users with daily tasks.

04 / Education + club work

Learning in public.

Education

McMaster University

Honours BASc, Computer Science · Minor in Statistics
Aug 2022 — Apr 2027 · GPA 3.7 / 4.0

Relevant courses

Machine Learning, Natural Language Processing, Algorithms, Operating Systems, Databases, and Computer Networks.

McMaster Computer Science SocietyVice PresidentMar 2024 — present

Led ProjectX 2024, an ML research competition on co-learning in multimodal AI; co-authored a research paper, mentored 8 students, and organized technical events.

McMaster Solar CarWeb Development LeadMar 2024 — present

Designed, developed, and hosted the team website using Vue.js and JavaScript.

McMaster Cyber Security ClubOutreach ExecutiveSep 2024 — present

Managed university, sponsor, and event communications; coordinated cybersecurity events; competed in 3 CTFs with a top-3 CyberSci finish.

05 / Selected projects

Made with intent.

Systems that make difficult technical ideas useful in the real world.

01 / Featured system

Infrastructure · Local inference · Automation

Home Lab & Self-Hosted AI

A private AI cloud spread across three servers, built for reliable services, fast local inference, and everyday automation.

99.8%

Uptime

40 tok/s

Inference

03

Servers

LinuxDockerOllamaLlama.cppMCPGrafana
02 / Featured system

Recommender systems · RAG · Cloud deployment

Movie Recommendation & RAG Platform

A production-minded recommendation platform that pairs a custom model with retrieval-augmented explanations for every suggestion.

0.412

NDCG@10

<120ms

p95 latency

250+

Requests

PythonPyTorchFastAPIKubernetesAWSTerraform
Earlier experiments

03

NotDeltaHacked / AI cybersecurity suite

An experimental security toolkit combining AI services with connected hardware.

04

NLP Reddit user behavior model

A language model study focused on understanding patterns in online communities.

06 / Contact

Have a good idea?
Let's make it real.

guneev@guneevarora.com