Work Experience
CSIRO's Data61 AI Engineer
Created a multimodal deepfake analysis system integrating CNN/Vision Transformer detection, explainable AI techniques (SHAP, LIME) and image-to-text captioning with CLIP and attention mechanisms. Implemented a large-language-model (LLM) contextual explanation module using Llama 3.1 and Ollama with custom prompt engineering to generate forensic insights. Developed a unified Python pipeline with PyTorch and Hugging Face Transformers and deployed RESTful APIs, enabling seamless integration of deepfake analysis into existing forensic workflows.
LINQIA AI Engineering Intern
Led the development of algorithms that analysed millions of creator profiles and matched their content styles with brand campaign requirements using advanced natural-language processing and computer-vision techniques. Built an LLM-driven system to generate personalised campaign briefs for creators based on historical performance, brand guidelines and campaign objectives; validated submissions against outlined requirements. Developed machine-learning pipelines to track and analyse creator content engagement across multiple social media platforms.
UQ Gas & Energy Transition Centre Data Analyst
Built time-series pipeline to quantify methane-measurement accuracy drift vs temperature, humidity, windspeed; extracted emission patterns, trends and anomalies for sustainability research. Validated 2D/3D anemometer data (sensor agreement, error/variance analysis); refactored/reviewed codebase to improve reliability, reproducibility and analysis performance.
UQ Gas & Energy Transition Centre Software Engineer
Developed a software tool to track and analyse energy-project trends using AEMO data, improving insight into energy transition dynamics. Designed a machine-learning approach for energy transition model calibration that reduced estimation errors by approximately 15% compared with traditional methods. Led deep-learning analysis of methane LiDAR inversion algorithms, streamlining data-processing pipelines and documenting optimization opportunities to enhance emission detection accuracy. Developed statistical methodologies to analyse multi-resolution meteorological datasets for boundary-layer stability assessment and improved fugitive methane emission rate estimates.
Education
University of Queensland Bachelor's Degree in Software Engineering (Honours)
Bachelor's Degree in Software Engineering with a Data Science minor. Recipient of the UQ Global Connect Scholarship (25% tuition scholarship).
I learned a lot, but the real learning happens in the code editor!
Awards & Activities
ACM-W Vice Chair
Promoted computing education and supported women in computing at UQ.
TEDxUQ Web Developer & Leadership STV
Developed intuitive and engaging interactions and visual designs for the TEDxUQ website.
Queensland AI Hub Student Ambassador
Advocated for AI education and connected students with industry professionals in Queensland's growing AI community.
UQ Student Partnership Projects
Developed interactive modules for advanced machine-learning courses (COMP4702/COMP7703) and cyber-safety modules for international students.
UQ EAIT Leadership Pathway Program
Completed an intensive leadership development program and participated in industry panels and workshops to develop competencies for leading diverse technical teams.
UQ Ventures San Francisco Startup Adventure
Selected from over 500 applicants for a fully sponsored entrepreneurship immersion program in Silicon Valley. Collaborated with start-ups on strategic business challenges and gained insight into founding, scaling and investing in early-stage ventures.
Westpac Hackathon 2024 Finalist
Co-developed "QuickSettle," a group payments app with shareable links and automated reminders, presented at the Gold Coast Engineering Hub.