I connect people, systems, data and AI to solve practical problems.
I work across user support, troubleshooting, operations, analytics, software and AI.
My strength is not one isolated tool—it is understanding the problem, learning the environment,
validating the solution and communicating it clearly.
Click a capability to see the practical work behind the tools.
Support users. Diagnose systems. Keep work moving.
I can scope an issue, reproduce it, isolate the likely layer, test a hypothesis, document what changed and escalate with useful evidence.
Support & Ops: user issue → diagnose → restore service → validate → document.
Turn raw information into decisions.
I clean, validate, model and visualize data so a non-technical decision maker can understand what matters first.
Analytics visually: trends, KPIs, modelling and business explanation.
Build the tool when the workflow needs one.
I can move from a user problem to a frontend, backend, API or automation prototype and validate it with tests.
Software visually: frontend, backend, APIs, persistence and testing.
Use AI where it adds value—not where it adds noise.
My AI background spans machine learning, deep learning, NLP, neural networks, sentiment analysis, MLOps concepts and computer-vision/object-detection research.
AI visually: ML, NLP, sentiment and computer vision exposure.
Understand the data and infrastructure behind the application.
I have hands-on academic/project exposure to cloud services, NoSQL data modelling, container configuration and CI workflows.
Cloud/data visually: pipelines, platforms, containers and validation.
I do not expect to know every tool on day one. I know how to learn, test, document and get to a reliable answer.
GITHUB = THE PROOF
Projects show what I can actually build and explain.
More projects coming up — this portfolio is designed to grow with every new build.
EXPERIENCE + EDUCATION
My background explains the range. The work shows the direction.
SEPT 2025 — PRESENT
Desk Operations Associate · Monte Carlo Inn Barrie Suites
First-level technical and operational support for Windows workstations, printers/peripherals, reservation/payment applications and Five Star PMS; access/software/device/basic connectivity troubleshooting; user guidance, documentation and escalation.
AUG — DEC 2025
BI & Data Analytics Consultant · CloudPort Client Project
I can enter through support, operations or analytics and grow toward deeper systems, data, cloud and AI responsibility. Give me a real problem, context and access to the tools: I will learn the environment, communicate clearly and work toward a reliable solution.