Toni McQueen / Hire Me
Available For Work

Toni McQueen

Technical candidate with strengths in Python, applied AI, Linux systems, automation, web deployment, data analysis, and technical troubleshooting.

Currently studying Artificial Intelligence at master's level, with previous analyst experience across datasets, reporting, and structured problem solving.

Suitable for teams that need someone who can investigate issues, support technical systems, automate repeatable work, and communicate clearly.

Master's in Artificial Intelligence Python Linux systems Automation Applied AI Web deployment Data analysis
Recruiter Snapshot

Summary for recruiters

Core skillsPython, Linux, automation, applied AI, data analysis, web systems, and technical debugging
How I workClear problem breakdown, calm debugging, fast prototyping, and steady improvement
Current studyMaster's-level Artificial Intelligence covering NLP, computer vision, machine learning, and applied reporting
Professional backgroundFormer risk analyst with experience cleaning datasets, checking outputs, and communicating findings
Good match forSupport engineering, automation, technical operations, data analysis, and AI implementation
Based inTwickenham, London, open to full-time, hybrid, remote, and technical roles
Role Fit

Roles I am applying for

Strong fit

Python Developer AI Automation Engineer Technical Support Engineer Linux Automation / Systems Engineer Data Analyst / Technical Analyst Software Implementation Assistant

Stretch fit

AI / Machine Learning Engineer QA Automation / Test Automation Assistant DevOps / CI/CD Support Engineer OSINT / Data / Verification Research Assistant Forward-Deployed Technical Assistant
Technical Strengths

Technical skills

Applied AI and Machine Learning

  • Computer vision: preprocessing, segmentation, feature extraction, model comparison, and metrics reporting.
  • NLP: topic modelling, preprocessing, vectorisation, classification experiments, and written interpretation of results.
  • Reinforcement learning: Python/PyTorch agent work, reward logic, replay memory, training loops, and checkpointing.

Linux and Automation

  • Linux utility and automation workflows using shell scripting and system tooling.
  • VPS infrastructure work using services, Nginx, mail tooling, deployment scripts, and monitoring pages.
  • QEMU GUI workflow for launching USB drives and raw disk images to reduce setup friction.
  • Launchers, automation helpers, terminal workflows, and practical debugging tools.

Web Systems

  • Website structure, deployment, hosting, forms, dashboards, and user-facing pages.
  • Backend setup and automation for small business processes.
  • Project Campaign: custom website and coordination platform with public pages, live chat, maps, and supporting tools.
  • Interface design, content structure, and live VPS deployment.

Data and Analysis

  • Prior risk analyst work reviewing, cleaning, and transforming investment report datasets.
  • Stakeholder-facing reporting and quality review experience.
  • Strong background in economics, finance, statistics, and structured research.
Experience

Work and education

Recent Technical Work

VPS infrastructure, automation, web systems, dashboards, forms, and deployment support

Recent
  • Built and maintained web systems, admin dashboards, deployment flows, mail services, monitoring pages, and content tools on a VPS.
  • Used automation tools, shell scripting, Python, Linux services, Nginx, Postfix/Dovecot, and backend scripts.
  • Handled technical problems from diagnosis through to a working fix.

Risk Analyst Consultant

CedarGold Consulting LTD

May 2017 to August 2019
  • Reviewed, cleaned, and transformed large investment report datasets while preserving data integrity.
  • Worked with stakeholders on reporting, model-related work, and project support.
  • Used market data and statistical analysis to examine risk patterns and time-period bias.
  • Built code-driven analysis workflows and reviewed work produced by interns.

Financial Advisor

Contracted

January 2016 to May 2017
  • Researched investment options, verified data, and translated findings for non-technical clients.
  • Built structured plans around client goals and supported informed decision-making.
  • Compared data from multiple sources and checked statistical outputs for consistency.

Education

Toronto Metropolitan University and current AI master's study

BA 2019 / MSc current
  • Bachelor of Arts in International Economics and Finance, 2:1.
  • Current master's-level Artificial Intelligence study covering NLP, computer vision, machine learning, neural networks, and applied reporting.
Career Direction

AI, automation, and systems roles

I am applying for roles where AI, automation, data, and systems work meet real operational problems. My current work combines master's-level AI study with Linux, automation, web, and data projects.

Level

Best role match

Best suited to early-to-mid technical roles that value hands-on delivery, analytical experience, Linux confidence, AI study, and fast learning. Strongest in roles involving implementation, investigation, debugging, automation, and improvement.

Selected Work

Portfolio links

AI and Data

Applied AI

Machine learning, NLP, computer vision, and analysis work.

Linux Utilities

Automation

Shell tooling, QEMU workflows, launchers, terminal utilities, and Linux system helpers.

Web and Interactive

Delivery

Public tools, website systems, browser interfaces, and deployed web work.

Full Project Archive

Portfolio

Broader portfolio covering AI, Linux, web, games, tools, and experiments.

Website Builds

Client-facing

Web design, content structure, hosting, deployment, and business-facing systems.

Project Campaign

Web platform

Custom website and coordination platform with public pages, live chat, maps, and supporting tools.

CV

Download CV

Contact

Make contact

For hiring enquiries, interviews, collaborations, or technical work, email me directly.